{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# https://www.jianshu.com/p/3bb2cc453df1 \n",
    "# seaborn  美化matpoltlib \n",
    "# API http://seaborn.pydata.org/api.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal length (cm)</th>\n",
       "      <th>sepal width (cm)</th>\n",
       "      <th>petal length (cm)</th>\n",
       "      <th>petal width (cm)</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)  \\\n",
       "0                5.1               3.5                1.4               0.2   \n",
       "1                4.9               3.0                1.4               0.2   \n",
       "2                4.7               3.2                1.3               0.2   \n",
       "3                4.6               3.1                1.5               0.2   \n",
       "4                5.0               3.6                1.4               0.2   \n",
       "\n",
       "  species  \n",
       "0  setosa  \n",
       "1  setosa  \n",
       "2  setosa  \n",
       "3  setosa  \n",
       "4  setosa  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns \n",
    "%matplotlib inline \n",
    "sns.set(style=\"white\", color_codes=True)\n",
    "from sklearn.datasets import load_iris \n",
    "iris_data = load_iris() \n",
    "iris = pd.DataFrame(iris_data['data'], columns=iris_data['feature_names']) \n",
    "iris = pd.merge(iris, pd.DataFrame(iris_data['target'], columns=['species']), left_index=True, right_index=True) \n",
    "labels = dict(zip([0,1,2], iris_data['target_names'])) \n",
    "iris['species'] = iris['species'].apply(lambda x: labels[x]) \n",
    "iris.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\program files\\python36\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x18520728a58>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"sepal length (cm)\",y=\"sepal width (cm)\",data=iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\program files\\python36\\lib\\site-packages\\seaborn\\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2a1d5d50d68>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 518.85x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.FacetGrid(iris, hue='species',size=6) \\\n",
    "   .map(sns.kdeplot, 'petal length (cm)') \\\n",
    "    .add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x185438b4898>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uXEhZWRmvvPIKd9xxB9nZ2QwbNoxly5ZRUFBAZWUlLYENCyZMmEBnZ2fX1rGJ1Nvf7WDW0OAEitDumODieF5+VTt2wObNMHWqt9f3pZzx3HHHmzzv6/VSYkAUMrF2797NjBkzAMZba+s9vzGeBEg6fiVjPw3pmX63kdz2ZQC/Py+v+34Jbioru7+nsjLBhevlJjGxksheTpnqvWk8ibYRyCDX20S4uqdEEiTajOfW1tg7we3YAatWdT+2apVzPBbPXUZ96DPry6J96dxV1yXevVpFQUMkUYqLobra/blYM5w3b47vOMRRIfexUoyWzL799p63Wg1eNudAA19o3sL1lzWkX13c20W2gnqT7BngFDREEmjSJGcGdLhYo4aiTf6PdjyuOBClUvykrt5TXbdhg7NBUVBurrPGU15exCm71bPBy15ILTs5jj9yOu+0HMenq9OsudGXIV4DoimVeCkLGsaYQmPMnwOJbIwxZcaYN40x7xpjlqWqXCJ9UVLiLIERbtkypyJ1q6QnTIDKyu7HKiujJ8Pjujl2qRQ7Wto5qbykx7ouGJza2w8fy8yEr3+953q2pAQKWxuooYJhNFPEAYbRzPHL06zrp6chXtFaEj1F7kHcAklJ0DDG/D/gJaA08LgAuB8oByYAU4wxZ6WibCJ9EVoHjRzp3JFfdhncfHPsG9KVK2H7dnjwQef7ypXRrxHXzXFxMS9X1HCIAg5QyCEKuLSjhl0txT22UtyCU26u+5LhbhPqfrq0nna6nyAjHdcRd1uDvaHBifTHHuv+h4sVuQd7CySerHmivkpLS39WWlp6amlpaX1g9NO00tLSjSHPX1JaWnq/x3Np9FQK6HcbW2+W0ohHcMBPYaHLgJ+QIUvB0U+j+dD/r2z2j+bDiNFdhYXOy90+Q6yy9zgy6sMP/Z0Dcf2O4C83/BcV/uHdPluy/uBJMKBGT1lrv22tfTHk0NHA3pDHe4Huky6km9raWmp7cQfz2GOPccMNNyShRBIqOJGssTE5m/ZE3aAo7C7309W15ObCRxTzOlP4iMg5CNFaKT313PQ4Wa64mIzwZld1dXLnQcTbLRT++tBup3Cx1nkP/nKS9QdPI+myjEgmEDrLMAPoTFFZBoR58cyukpRJ5lIaESutuqwBfvzyCgr9ZRwICRa5uU5uIje353WY+rz8xrx58OmnsHChc8GqKqeS7e2/31iT8OKdhVhb6/QdZmU5iaj774fPfz5ywayg8D+c2y+noWHQ79KULqOndgNHhTweA3yQorIkJYlVWVnJM8880/V4zpw5vPnmm3zrW9/ia1/7GvPmzWP79u0A3HDDDVx++eWcddZZbNq0iTvvvJNZs2Yxe/ZsVgUG9K9cuZKVgY7vJ554grPPPptzzjmHG264gfb2dpqbm1m0aBHnnnsuM2fOZO3atRFl2rZtG3PnzmXWrFlceuml7Ny5E4BLLrmEyspKzjzzTHb0NFlAYurXTXtc+tkzcnL46dL6btd/8EF4/333bVSjfYZeL7/R0OAEitZWOHiwb/MgYuUK4h1a3NAAl14KLS3OxuAtLc7jESOiby9YUeG+0mLoL2cI7NKULkHjNcAYYz5vjMkCvgH8PiUlSVISq7y8nPXr1wNQX19Pa2sry5cvZ8mSJfzud7/jtttuo6qqquv1RUVF/P73v8cYwwsvvMC6deuora3lr3/9K62trV2v+7//+z/uuOMO7r//ftavX4/P5+P5559n5cqVHHHEETz55JM89NBDrFy5knfeeafrfW1tbVx77bXcdNNNrFu3jgsvvJBrr72263ljDM8884yWCkmAWHtdJ1SUZs2ZC0rYuROeW9PAnrVbmFfWkNh1mGLdZPV1HkToNWIFhXivU1fXfVgYOI937Tpc6YerqfEW7PrtD54aaRE0rLUtwHzgUWA78A7wSL8XJImzQ6dNm0ZdXR2NjY08+eSTnH322fz5z3/me9/7HuXl5SxatIhDhw7xySefAPClL30JgM9+9rPk5eVx4YUX8vOf/5zFixeTFzJIvq6ujkmTJjFmzBgAVqxYQVlZGa+++irnnXceAEceeSQzZsxgc8hssfr6egoLC7uuc9ZZZ/H+++9z8ODBbteXxOiXxfJi3OUWb6hl4uzjOOL8BI/oCd5kzZgBxxzjTBUPlaj+uZ6CwogRTmuhr9cBp5JfuxaGD49+vZ4M4tURU5rTsNaWhPy8ETgpdaUhqRsO5ObmMn36dDZt2sTTTz/N6tWrqamp6VoaHZzd/YqKigDIz88HIDs7mzVr1rB582ZeeOEFLrzwQn7xi190vSc7O5uMjIyuxx9//DEQfUn1oM7OyJRR6GuC15cBJlo/e0/7nfaGW9L48sud7wsWHM4/VFc7XVR92cwiVvAJ5jIyA/fA+fnOpuGxrjNx4uHcR1BurnM8+Hz4/5FBlpvorbRoaaSNJG8AUF5ezgMPPEBRURFjx46lpKSkK2i8/PLLXHTRRRHv2b59OxdffDFTpkzh+uuv53Of+xzvvfde1/Mnnngi27ZtoyHQGlq+fDkbN27stqT6xx9/zMaNG7vtO3788cezf/9+3nzzTQCeeuopjj766K6gJQNY+F1uIrqI3Lqg6ush2+W+c+HC7otTVVU5gaMv3TXRWlEQGRD9fnjjjZ73sX3wQec8w4cfTvYModxEb6XL6Kn0kOQtviZPnszBgwe7Rj6tWLGCW265hZ/97Gfk5ORQXV3drdUAcMIJJ3DyySdz7rnnUlBQwKRJkzjttNN4++23Aaf7aunSpVRUVNDZ2cnJJ5/MnDlzaG5u5pZbbmHmzJn4fD4uv/xyvvCFL2CtBZyWT3V1NbfddhvNzc2MGjWK6mgLJ8nA1teboWijkqKt0JiT4wSO1tbDFXlVlVORhw5ZjZdbK8pte8C8PGfoa2/OF8/zQ5T203AzBNfWj5f20xhgghV/6M2Qlzt+t01CCgqcFkNxsdOiCHZJBeXlORV5ID8GOF1Gfr/zvTebcvS2fNHeU1/v5EEaG4fs//Pe7qeh7ik3gziJJUNUb0f09NS1tWAB3HuvEyhGjnQq7J/8pPsqh+AkqVtbE7/8eLzdSMHE/bRpcMIJzvfBuNRHEql7SmSoCM1xhD6OxUvX1oIFMGdO99Z5YeHhlk1rq5OkTsIAE8B7N5Jb4j6RAwOGCLU0RIaK3sxB8nonH946D23Z1NVFnjfRI5G89A64tZqCBtlSH8k06Fsafr8/IrksfeM2XFfSXF+G3YbeyQfzADt29JwPCF3nJIkDTDyLlrgHDaeNw6BuaeTn5/OPf/wjYs6C9I7f76etrY09e/YwPHzikyReIpez6euw2+Ji+OtfYfLk3uUD0mGWdGirKTjjOz9fw2njNKhbGuPGjWP37t1dcxik77Kzsxk1ahSjR49OdVEGt3gX3+tJSYmTWwjV2uq+zaCb3uYDwkciprpidms1DdHRU701qINGTk4O48ePT3UxROKTjBncGzZEznDOyHBaDl4CkttqCUHRktqJDnyJkg7BawAb1N1TIgNSohb5AycA/eEPzhLg4f35LS3eh7/Gmw9I4jpukloKGiLppqQk8o6+pcXpToknxxEcLTVnTuRifqGys50RTrHOHZoPCK5Llpfn/OyWD0hk4JO0oqAh0ldJ2H8lYnJcW5vTleR1uGzonX5TU+zXtrRAeXnP5w4ms5cudYJFdrbTxeUmyeu4SeooaIj0RTL2X6mri8w/QHxdPbHmJLhpafF+7uXLD29eFO31CVjwLxmxWPpOQUOkt3rTb5+omjA7O3ZXj9udfn4+fPObTrfSiBHO9xtugGHDur8uVjdSPN1OfRhmm6S90CQBFDREeivefnuvNWFwr4dYDh6ErVujPx9+px+cVPe73zlLelx/vbNL3bXXuncjRcufxNvt1It13JRDT28KGiK9FU8FumMHfOtb3mrC4F4PwYln+fnO6Kdw11wTuyYN3ulfcYVTLp/v8D7dy5cfvlZ4N1JFRfT8ST/sM6EcenpT0BDpLa8VaG2t03oIn1znpSYM7kY3fryzimyolpbI7VXduO2TEtq9FdqN9MYbzmeIFdySPLtbOfT0pqAh0hc9VaDBvpbwgAHRa8Lge4LJ5pYWp2XgNk9i+fLeJcTb2rpfO9iN1Njo7TY/idsHaNO89KagIdJXsSrQaJV2Xl70mjBa/8z8+ZGv7am1UlISOXwXnD0v3K6dJrf56bBUlbhT0BBJJrdKOC/PGVYbrSaMVnEvXHh4ob3Q45984m1SXnDE1L33Ontg9PT6FN/may+09KSgIZJMbpXwAw9A+Fa5oUNxi4vhq1/t/vyppzrvCT1Xbq7Tijj/fG+T8jZtckZMRQsY4a/Xbb64GNR7hIukjVj7zocv7HfrrbBkSeQ5tm93AkdDg9NSKS/vvjxIT3tji4TQHuEi6SxaX4vbpISlS93PsXnz4XMdcYTT1RRK41KlHyhoiKSSW9I72sS+qVMP/5wmCWsZehQ0RFLJrfL3+ZzWR6jKyu55kDRKWMvQMqg3YRJJe8HKP3z/7HnzYNEip0tq6tTIxDl034VOu89JP1HQEEm1aJX/hAnuwSKUdqGTfqagIZIOVPnLAKGchoiIeJZWLQ1jzDeAG4Ec4C5r7T0pLpKIiIRIm5aGMWYscDvwVeBk4DvGmBNSWyoREQmVNkEDKAM2WWs/ttY2AY8A56W4TCIiEiKdgsbRwN6Qx3sBrQsiIpJG0iloZAKhC2FlAJ0pKouIiLhIp6CxGzgq5PEY4IMUlUVERFyk0+ipDcAtxphioAn4OvCd1BZJRERCpU1Lw1q7B1gKPAtsA35lrd2c2lKJiEiodGppYK39FfCrVJdDRETcpU1LQ0RE0p+ChoiIeKagISIiniloiIiIZwoaIiLimYKGiIh4pqAhIiKeKWiIiIhnChoiIuKZgoaIiHimoCEiIp4paIiIiGcKGiIi4pmChoiIeKagISIiniloiIiIZwoaIiLimYKGiIh4pqAhIiKeKWiIiIhnUYOGMeZWY0xGfxZGRETSW6yWxr8DzxpjxvRXYUREJL3FChqnARuA140xZ/RTeUREJI1lR3vCWtsJLDPGrAd+ZowpB/4W8vyP+6F8IiKSRqIGjRA+oBP4AjAscMyftBKJiEjaiho0Aknw7wNLgKXW2nv6rVQiIpKWYrU0/henZfFVa+2f+6k8IiKSxmIlwt8ApipgiIhIUKxEeGV/FkRERNKfZoSLiIhnXkZPJYUx5jbAZ629JfC4CHgYOB5oAM631u5LVflERCRSv7c0jDGjjDE1wKKwp5YBL1prJwA/BX7S32UTEZHYUtE9VQ68C/wo7Pg5OC0NgFrgLGNMTn8WTEREYuv3oGGt/bm19r9wJg2GOhrYG3hNB/ApUNzPxRMRkRiSltMwxswFqsMOv2OtLYvylvAVdTNwZqKLiEiaSFrQsNauAdbE8ZY9wBhgtzEmGxgJ/CMZZRMRkd5JpyG3TwHfDPx8AU5SvD2F5RERkTApG3Lr4ibgQWPM28B+4KIUl0dERMKkLGgE52eEPP4YmJWa0oiIiBfp1D0lIiJpTkFDREQ8U9AQERHPFDRERMQzBQ0REfFMQUNERDxT0BAREc8UNERExDMFDRER8UxBQ0REPFPQEBERzxQ0RETEMwUNERHxTEFDREQ8U9AQERHPFDRERMQzBQ0REfFMQUNERDxT0BAREc8UNERExDMFDRER8UxBQ0REPFPQEBERzxQ0RETEMwUNERHxTEFDREQ8U9AQERHPFDRERMQzBQ0REfFMQUNERDzL7u8LGmNOAaqBXOAfwGXW2p3GmCLgYeB4oAE431q7r7/LJyIi0aWipfEw8G1r7cmBn+8OHF8GvGitnQD8FPhJCsomIiIx9GvQMMbkATdaa98MHHoTODbw8zk4QQSgFjjLGJPTn+UTEZHY+jVoWGtbrbW/BDDGZAK3AGsDTx8N7A28rgP4FCjuz/KJiEhsSctpGGPm4uQuQr1jrS0zxuQCDwWuvzzwXEbYazOAzmSVT0RE4pe0oGGtXQOsCT9ujBkBrMNJgpdba9sDT+0BxgC7jTHZwMjAa0REJE2kIhH+S+CvwAXW2taQ408B3wz8fAFOUrw9/M0iIpI6/Trk1hgzESgHtgNbjTFhlKKSAAAOw0lEQVQAH1hrzwZuAh40xrwN7Acu6s+yiYhIz/o1aFhr64jMXQSf+xiY1Z/lERGR+GhGuIiIeKagISIiniloiIiIZwoaIiLimYKGiIh4pqAhIiKeKWiIiIhnChoiIuKZgoaIiHimoCEiIp4paIiIiGcKGoNUQ1MDW/ZsoaGpIdVFEZFBpF8XLBTvGpoaqN9fT0lRCcXD49vAsPatWirWVZCblUubr43q/6hm0phJvTqXiEgoBY00FF7p15TXMO+L8zy9t6GpgYp1FTR3NNPc0QzA5U9ezsjckXR0dsR1LhGRcOqeSgOhXUmhlf6B1gM0dzRT8XiF526m+v315GblRhw/2HYw7nOpi0tEwilopFjtW7Ucd9dxnP6L0znuruNY/cbqiEo/JyuH+v31ru8Pr9hLikpo87VFvV5mRiZ1e+viLlftn2u9fygRGbQUNFLIrVWx/MXltHa0dntdu6+dkqKSiPe7VezFw4upKa+hILuAEbkjIt7T1N5E+a/LYwaBvrZ2RGTwUtBIIbeupJysHJaetpSC7AIK8wopyC6g+sxq6vfXd6u0Y1Xs8744j53X7GTTNzdx7zn3UpBd0O0aLb6WmEEgWrmitXZEZOhQIjyJehoB5daV1O5rZ8HkBSyYvID6/fVs3buVqmeqIpLi9fvryc7s/ucLVuzFw4u7vqaMncL4ovHM+e0cmtqbXF8bXt4RuSNcy+XW2onn84rIwKegkSReRkAFu5IqHq8gJyuHdl87NeU13SrcaQ9O6zYSquLxCsrGl7F171YOth3sdr5oFfvEoybS6e90fW2wog8PThWTKqjZWhO1XL35vCIy8GX4/f5Ul6FPjDElwHsbN25k3LhxqS4OADsadjBx9URafYdzEwXZBey8ZqdrxRvtDn3Lni2c/ovTOdB6oOtYYV4ha85bw+zfzO4KJEH3nnsvCyYvcC1T7Z9ruWztZWRlZuHr9HH/7PvBDxXrKsjOzI4IQAXZBbzxnTdobGvsseXQ0NTAcXcd1608sT6viKTe7t27mTFjBsB4a2291/cpp5FgtW/VRgSMoGg5gWA3UngF69Z91dbhPA7POYzMHcmkMZOiF8wPGRkZgPP905ZPu3Ii4QEDnO6rxrZG13K5fS7lQESGBgWNBAomp90CRnNHs+topliC3Vc5GTldxzrp5L0D70UEk47Ojqg5h9CkeVN7E80dzSx8emFETiSUlxxGULTcjNf3i8jAoaCRQNEm1gHkZ+XT2NYY9znLxpeRlZnV9bjN10bV01VUn1lNQXYBI3NHkpeVR/WZ1V0tgvC5G27lCuYewo3MHUlBdkGPOYxQocN8gyO+4nm/iAwcSoQnQKxRR0EZGRm9uvNe/fpqWnwt3Y7lZOUw6ahJVJ9ZzcKnF5KblUvVM1UU5hd25SlCE9Jl48siytXqa6XTdzg5npuVy91n3d3rNarmfXEeZePLNHpKZJBT0Oij4KihzIxMOv2dXaOO/H4/Lb6WrjkSbnfePQ1RbWhqYPlLyyOOt3W00eZrY+HTC2n1tXZ1h1U8XtF13dDRVjuv2UnFpApWbV7VdY4OXwedHA4amWQy51/m9KmyDw7zFZHBS0GjDxqaGpj/+Pxud/H3vXEf2xZso7GtkRG5I6KOPvIyRDXYrRQ+SmqmmcmMn8+IyJ1kZGSQmZEJvsPHcrJyqNtbR83Wmm6vDQ0YALnZuRHzNkREwilo9EHd3rrI0U2+NnYd2MUZnz8j6vvcVqINzr8IrbTdEsz5Wfk8+ZcnXZPth9oPkR32J233tQO4Bp/w1yUjca0JfyKDixLhKeB1iKpbgnnpaUujJtsB/Bnd591UTKpg4lETI4JPblYu+Vn5SU1ca9FDkcFHLY0+mHjURHIycmj3t3cdy8nIYeJRE2O+L54hqmXjy1h7wdqu6wEsfzEyzxHk8/u6Pa7ZWsPNp93sOvO8bHxZ14q3PZU5Xl5bUyIysPR70DDGnArcBeQC7wGXWms/McYUAQ8DxwMNwPnW2n39Xb54FA8v5qE5D0XMtO6pUvSyfAhEz3sE3+s2kztcsAXjNropmUt/uOVj3Na7EpGBpd+XETHG/BWYZa3dboz5L6DTWvt9Y8wqYLe19r+MMZcA51prL/BwvhJSvIxIb/vtY72vp6U5utaM2reVqqeryMnKoa2jjU46u7Vioi3nkeylP7S0iEh6G0jLiEwIBIwcYCzwSeD4OTgtDYBa4KzAa9Ke2zIgXna9i7Z8CETPe9TtrWPLni0ATBk7hQWTF7Dzmp1suGQD71e9z4OzH+xxWfVo58/MyOzV0h9un1UT/kQGp37vnrLWthtjTgQ2AO3A9wNPHQ3sDbymwxjzKVAMfJDsMiV6hE9fu30amhr4pPmTiLxHc1szs38zO+K8ofMjQruhoi2rDu55lab2Jq7743U8O//ZhHxWTfgTGXyS1tIwxsw1xuwO+9oAYK19y1r7WeA24DeBt2SEnSIDwiYTJEGiR/j0Zde7hqYGlj2/jGOrj+X8R86nw9dBblYuhXmF5Gflk5GZ4em8xcOLKSkqoeqZqqivLx5ezHWnXBfx3ud2PsfL77/crUzRWkxePmus1pSIDDxJCxrW2jXW2nGhX8C5xpjZIS/7JfClwM97gDEAxphsYCTwj2SVD5KzrWlvV3wNBq+bnruJFl8LB1oP0O5vJ5NM1py3hscvfDxiB75Y+317KUdjq/taWH/42x+6lSlaQNXqtiJDT3/nNNqBe4wxkwOPzwdeCvz8FPDNwM8XAC9aa9tJomRUetGWM/+k+ZOowSg0eIXLzc7liIIjXOdaxNrvu6dhvbVv1bJqy6qI9wGc8bkzPAVUrW4rMvT0a9Cw1vpwAsJ9xphtwHnAtwNP3wR82RjzNnAFcGWyy5OMSi88AZyTkUMnnZz/yPlRu79irY4bLE/oeUNF2+87ViI61hLuGWRQ+k+lngKqkt0iQ08qEuEvAZNdjn8MzOrPsnidLxGvYAK4bm9d1w57weDkdbkQgNzMXKr/o7pbkvuf8v8pYr/vrMws1/kP0RLR0da0AhiZN7Lr9V4CqpLdIkPLkJ8RnqxKr3h4MUcUHBF1ghvQ7Zqhwau5vZlOfyd52XlUPV1FYV5h14gkt/2+G9sa2bp3K1PGTnEth5cdAYPCWzZeAqpWtxUZOrT2FMkb4RPtbn3r3q0RCeZ5X5zHzmt2sua8NWRlZOHz+zjYdtB11FP1f1RHXKvqmSrPCfzQbqVgd1deVp6zmVNYyyY4B2TnNTsTNltcRAYuBY0kcuvzrz6zOupQ2GDrJC87r9t5wnMJk8ZMYmTuyJiv6UkwIDw//3lWlK0AnEUMq56u6pZ30ZBZEQk15Lunki28+6unNZm85BJKikro6OyI+RovgoFg2nPTIjZz0sKCIuJGLY1+EHq33lNQ8DIiKZGjljTXQkTioZZGP/OSYPaSnE9UAl9zLUQkHgoaKeClwvcyIikRo5aSNexYRAYnBY0USadhqpprISJeKWgIkF5BTETSlxLhIiLimYKGiIh4pqAhIiKeKWiIiIhngyERngWwb9++VJdDRGTACKkzs+J532AIGkcBXHTRRakuh4jIQHQU8DevLx4MQWMLcCqwF/CluCwiIgNFFk7A2BLPmzL8fn9yiiMiIoOOEuEiIuKZgoaIiHimoCEiIp4paIiIiGcKGiIi4pmChoiIeKagISIing2GyX0JZ4w5CvgZcDRwCLjIWluf0kIliTFmIvCqtTYv1WVJBmPMKUA1kAv8A7jMWrsztaVKHGPMN4AbgRzgLmvtPSkuUsIZY34AnB94uN5ae10qy5NsxpgfAqOttfNTXRY3amm4+wXwhLV2YuDnO1NcnqQwxgwDVuJUqIPVw8C3rbUnB36+O8XlSRhjzFjgduCrwMnAd4wxJ6S2VIlljCkDzgAm4nzGycaYr6W2VMljjJkBXJrqcsSioBHGGDMaOAlYHTj0AM6d3GD0I+CuVBciWYwxecCN1to3A4feBI5NYZESrQzYZK392FrbBDwCnJfiMiXaXmCRtbbNWtsO7GBw/Q27GGOOxLkJWJ7qssSi7qlInwPeB35kjDkV2AdUprZIiWeMmQUMs9Y+YoxJdXGSwlrbCvwSwBiTCdwCrE1lmRLsaJxKNWgvMDVFZUkKa+3bwZ+NMf+M0011SupKlFSrgaXAMakuSCxDOmgYY+bi9HeHehenKfwDa+21xphvAw8B/9bPxUuIKJ/xHaAQ5051UIj2Oa21ZcaYXJy/YTZpfhcXp0wgdPG4DKAzRWVJKmPMF4D1wBJr7bupLk+iBeqZXdbajcaY+akuTyxasDCMMeZzwFZr7ajA42HAR9baYaktWeIE/oF+DzgYOHQS8CfgVGvtwahvHICMMSOAdThJ8IsDrY9BwRhzKc7f7NuBxzcBGdbaW1NbssQKDGZ4FLjGWvvrVJcnGYwxf8RZcbYDOBIYATxkra1KacFcKGi4MMa8DSy21v7eGHMBUGmtPTXV5UoWY4zfWpuR6nIkgzFmLfAhcLm1dlDdhQcS4S/hdEk1Af8LfMdauzmlBUsgY8wxwFbgAmvtplSXpz8EWhr/lq6jp4Z091QMc4DVxpgVwKek+WgGcRcYTlwObAe2BnI3H1hrz05pwRLEWrvHGLMUeBZnBNzPBlPACFgM5AM/Dsm93WutvTd1RRra1NIQERHPNORWREQ8U9AQERHPFDRERMQzBQ0REfFMQUNERDxT0BBJMGPMJGPMAWPMv4YcG22M+Zsx5pxUlk2krzTkViQJjDELgBuASTgz7/8AbLTW3p7Sgon0kYKGSJIYY36BsxzE34Djga9ba/UfTgY0BQ2RJDHGDAe24WyQ9EVrbWOKiyTSZ8ppiCSPAUYCRcDkFJdFJCHU0hBJgsBmXq/jrCacj7Mk+0Rr7b6UFkykjxQ0RBLMGJOFk/jebq29KnDsAZy8xr9ba32pLJ9IX6h7SiTxVgDDgUUhx67E2SdhMG0CJUOQWhoiIuKZWhoiIuKZgoaIiHimoCEiIp4paIiIiGcKGiIi4pmChoiIeKagISIiniloiIiIZ/8ftG0twxYbaKUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "iris_embedded = TSNE(n_components=2).fit_transform(iris.iloc[:,:-1])\n",
    "\n",
    "pos = pd.DataFrame(iris_embedded, columns=['X','Y'])\n",
    "pos['species'] = iris['species']\n",
    "ax = pos[pos['species']=='virginica'].plot(kind='scatter', x='X', y='Y', color='blue', label='virgnica')\n",
    "pos[pos['species']=='setosa'].plot(kind='scatter', x='X', y='Y', color='green', label='setosa', ax=ax) \n",
    "pos[pos['species']=='versicolor'].plot(kind='scatter', x='X', y='Y', color='red', label='versicolor', ax=ax)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\program files\\python36\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x185434d0898>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets.samples_generator import make_blobs\n",
    "\n",
    "\n",
    "# #############################################################################\n",
    "# Generate sample data\n",
    "centers = [[1, 1], [-1, -1], [1, -1]]\n",
    "X, labels_true = make_blobs(n_samples=750, centers=centers, cluster_std=0.4,\n",
    "                            random_state=0)\n",
    "X=pd.DataFrame(X,columns=[\"x\",\"y\"])\n",
    "sns.lmplot(x=\"x\",y=\"y\",data=X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\program files\\python36\\lib\\site-packages\\seaborn\\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "`dataset` input should have multiple elements.",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-17-ba20883c2f3a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mFacetGrid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhue\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'x'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m6\u001b[0m\u001b[1;33m)\u001b[0m    \u001b[1;33m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkdeplot\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'x'\u001b[0m\u001b[1;33m)\u001b[0m     \u001b[1;33m.\u001b[0m\u001b[0madd_legend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mc:\\program files\\python36\\lib\\site-packages\\seaborn\\axisgrid.py\u001b[0m in \u001b[0;36mmap\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    752\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    753\u001b[0m             \u001b[1;31m# Draw the plot\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 754\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_facet_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplot_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    755\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    756\u001b[0m         \u001b[1;31m# Finalize the annotations and layout\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\program files\\python36\\lib\\site-packages\\seaborn\\axisgrid.py\u001b[0m in \u001b[0;36m_facet_plot\u001b[1;34m(self, func, ax, plot_args, plot_kwargs)\u001b[0m\n\u001b[0;32m    836\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    837\u001b[0m         \u001b[1;31m# Draw the plot\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 838\u001b[1;33m         \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mplot_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mplot_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    839\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    840\u001b[0m         \u001b[1;31m# Sort out the supporting information\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\program files\\python36\\lib\\site-packages\\seaborn\\distributions.py\u001b[0m in \u001b[0;36mkdeplot\u001b[1;34m(data, data2, shade, vertical, kernel, bw, gridsize, cut, clip, legend, cumulative, shade_lowest, cbar, cbar_ax, cbar_kws, ax, **kwargs)\u001b[0m\n\u001b[0;32m    689\u001b[0m         ax = _univariate_kdeplot(data, shade, vertical, kernel, bw,\n\u001b[0;32m    690\u001b[0m                                  \u001b[0mgridsize\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcut\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mclip\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlegend\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 691\u001b[1;33m                                  cumulative=cumulative, **kwargs)\n\u001b[0m\u001b[0;32m    692\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    693\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\program files\\python36\\lib\\site-packages\\seaborn\\distributions.py\u001b[0m in \u001b[0;36m_univariate_kdeplot\u001b[1;34m(data, shade, vertical, kernel, bw, gridsize, cut, clip, legend, ax, cumulative, **kwargs)\u001b[0m\n\u001b[0;32m    292\u001b[0m                               \u001b[1;34m\"only implemented in statsmodels.\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    293\u001b[0m                               \"Please install statsmodels.\")\n\u001b[1;32m--> 294\u001b[1;33m         \u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_scipy_univariate_kde\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbw\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgridsize\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcut\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mclip\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    295\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    296\u001b[0m     \u001b[1;31m# Make sure the density is nonnegative\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\program files\\python36\\lib\\site-packages\\seaborn\\distributions.py\u001b[0m in \u001b[0;36m_scipy_univariate_kde\u001b[1;34m(data, bw, gridsize, cut, clip)\u001b[0m\n\u001b[0;32m    364\u001b[0m     \u001b[1;34m\"\"\"Compute a univariate kernel density estimate using scipy.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    365\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 366\u001b[1;33m         \u001b[0mkde\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstats\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgaussian_kde\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbw_method\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    367\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    368\u001b[0m         \u001b[0mkde\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstats\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgaussian_kde\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\program files\\python36\\lib\\site-packages\\scipy\\stats\\kde.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, dataset, bw_method)\u001b[0m\n\u001b[0;32m    167\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdataset\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0matleast_2d\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    168\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msize\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 169\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"`dataset` input should have multiple elements.\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    170\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    171\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0md\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mn\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: `dataset` input should have multiple elements."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.FacetGrid(X, hue='species',size=6) \\\n",
    "   .map(sns.kdeplot, 'x') \\\n",
    "    .add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# mabplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 显示图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns \n",
    "%matplotlib inline \n",
    "from PIL import Image             ##调用库\n",
    "import matplotlib.image as mpimg # mpimg 用于读取图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a9f1087d30>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#y显示原图\n",
    "image1=r\"D:/docker/mnt/openface/data/mydataset/test_img/tock16.jpg\"\n",
    "im = mpimg.imread(image1)  ##文件存在的路径\n",
    "plt.imshow(im)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 封闭框"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Rectangle at 0x1a9f11c03c8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hEGGdbrKCpWPi1rf8OCElIpQkqW5/rNr4YZ34KaLyKYUSKs7eoqUeCYFv4Xlj5ljj2djqoZMUrRWL2ZimacjEVb76lS/zf/76p3ns2uOM/nCM84Hx/JiFtezv5RijUWJCmvWxLqHcHrKZ53igrpZUlSHJC5RwBK9ZVoAD5y2FGBCagoU7xHhBsBZvU7xPWU66vPnajBe+8ptk+W/zgWee4XuefZp/92//e5AIpndeQ80Fzhk6/R7BpKg0Q3HWgniXIFVCWE2CJ1JyT4/j5MGvlptzy1eyriDnleJ+v93P0phz39fXe+dq8ZAo0n0knEXzwjrrIdiI3MnACeO3zesIXPT2dAkh4OoG5xyJVDF5K8OJZYm8s3VY/RSqjZy+VcwELtQoZyOYgUMIFampfhW/eURL9/E+RAemzTEJHWHzhZmQ+Dh7No0hK2OeqK5r+v0+v/upT/PJf/Ub6DzDAMv5EaPpEkPCwd4e3juGG33mUzB1RdntcOfwNpcuXKRaLun1eqS5pmoqym6JQFFXFUXZQesey2WDdTU6KbHWQUjJOhJbV+QD8NZRNZ4sy3jlj7/Biy+/xAtffZ6/8hf/LR5//wbj8ZjrT15jNjmiv3UJlCY0Zwer0OBXyKg4fWaBJStlOevunXfp1/d3P0U47/6t729dSe4HZT/ItfuutUir5KY+ew0S4k1WJ2THsCqdEAC6zSU5CBJrPDJIJAl4QWMj8zpNS1SmcM1BtG4tPB2BhwSJPM1JrWqKXEAhccbHHEVQaC1OFFa2MUAIjuAFUim8Dy2P1BKCw7mG4HUs0TAWryvyucF6w+bFHK0dy/kB0iWMd29x+419PvGPfwUfFLM6YV7NCdLSWINK4nyhE43ONP1kC+ccTTOh3x+yWCxQUrB75xClFHnRQcseploggmC5nJOlkf2hpCAvI/tcyEBKjgWWs5pOp0O9PGaxUBhjGRSKGzfe4hO/+M9436UB73vmSQ727vDsB59G2YbFdMbO49dBKcxyGZkXuhvRTamg7IJI8CEglWwfbyQQnyrQyuqcR2jPWq5wxuqcU97VOLqLgLpab7Xt6ngPAh487zSX9JAo0opDd3720SflO8iAwJ+QdoWIaFDcMgMkyereWwfSk8kMhMWHQ1xTk2RDTmYiK6JrJiJ1RKwK5lYs9HYmVbnm9KESWeJwooxSrxjFDkkMxE+hXt8+xxbSn3pkb8hstIdWOVmeMjq6w/z2gt/91O9x68YdGtWQpH3KpAchISSG+egYlRaUZYK1DaPRiERnZFmGtRajolX0TYOWFoFiuayomjHWHtPtltRNTd2UZJliWR9TTxQbGwNsbVh6yFINeknl5iQiR0vIyoRdu08+dgzylJdevs2rN19FqkBpFc8+ex1nl3zkh/8K3W7J5lafNNXsXHk/1jtUIrEBkrQ8qdESJIS76DrnZV1hTn8/y9E7P9DvFz+trJPj7bl835k8RIrU+sbrgatwCFxL8fEtqucRwbcsh3gzvWutgtSRWyYM+Bpno/kXQqBFga2XbU4jQQbLyUOSK20FpIfg8c62pQ/6RLkUCmtNBBFWiiRXoAh450HEUouAx3uHDHHA1FWDCDXN8SHN4YjdgyOOjyccjSZ8+vdf4LVXD2m8Y0Gf5rgmUQZTNzQekjTneHIIQaMTifEOgWd6PGI4HCJNQ/AGnQggYTDYICBprKf2EiULfLDUVcVs5jk+hnllmS+W9PpdlBIcT2uEDTSNYXunoKM8Wa6oZxs0rma5EGxtXCMYh5kv2E00t56fkyUpn/3yr9PtZXT7CmOX/ORP/GWe/sATXL62g8prNnYugq0IyiJUB0EPj43PPch2UlyXFbHVcTa/851A2SvlObt+OMl5rfb8kJVRfGfSkgZ9ALXu+yatK9Wepmwz8IRY/uDrmLtJyxYM8i0I0IASKCnABoJXCKFjDshaILK0hVLgTYsUtXU3QiGkQOr2Abi24lSp6N5BC5VrcAFUHhPJUiIx0RoJgWimCOdj7VNdU7iGvfE+Fy5v8OUXd/mtX/8sx8slIQhefHWfo+MJ/eEGTd0wW1b0+31ErjCziv3bI7a3LjGejNm50EdrSCSU6QbeVxS9DO0EhZbk5Ubk5XmLM1MyOUBrTZnmMOjEy0fjRzNECMzGEwQapRQLE13h3b0xeqQYDvv0rGPr6gUOZocc1nMwFc18DKFPUWQ0zQIREqoDy2w/Jl//r1/9GsP+K3z/xz5Cf7Pih3744ww3uliR0tlMMemCJPMQ0lNXXkQX/pR1ECfXEJqWj7hyB1dyXvnsud9W+ab1OreVJQxtKc66nIfG74f83VseHkXCt97Q2qxzF7AjWrRtnfkbIMxbIC7SerwLLdc4BS0QPoIQ1JYVK1XI9mHplsUtYuJXhNCeTmulpIsJJd9wwvXTAkSKEyGyykMENUSiwM3jfoVnsVhQL3Z5680bKKXZe+s2/8fXv870eMEfvvTHvLm325a4D9BpxmxxwO5eTbfbRcqUEAK9Tkq37GGNY+eCJk0U3vXodlKWi1gJvJw5siRnMVuiZnOUkljXEILG+jnD4ZDJZEKiS4wxbAyGbG08xmh0yHQ6xrOkqixZkeO9J1Nd0lQzOpwyCpbXpgeU3ZwLeY7OM5KtbZYLx0s3vk2/NyTpOhbLBcvZHIAn8yGvHc340qu/xfdcf4I/+tYfcunyBf72f/ofQc/jmhFJ2Oa0pqnNw6389rvcvhUq+iAo/H6u2jqbYl3O1yz9mQAbiO6TOBcEunvNCp6AxwWBaImjOmmBAh8tVQiS4DXCqwgGtGZciiSytlsqj1QyWiap8c7gQ2QvrBjlsTdCZIbL9R4J3uPtkuA9+4dj+psb5HkeXUFzm/HRhPFowvFozI2vv8grr9/geLzgpf0Zb7x6m9u3blPohMtPXidJMjAC5wOT2YJBfxNjDLt3DvDes7O5SVUt2LmwwWxeQzAUhY76HwzDjS7zRcVbb92iLLuUMmU+nZAXGUWREZYVy7Y2C2/pdwsaUzGZLNjY6FAUXd66NSJLU6R0HE+OEaWgMZ7BRg+HjWTY5TGT0EGaGlnl5HnKxa2L7O+PKIMizzrMQo2QkrduWoq8y3IR+Nz+C/ybL36Zra0en/vyt/n7f/8/4/t+5ONtMje66CG0KYQg2iR3W7eFBLGqxD2vSA+Kcc4nZO8FLjyo9P2dcwUfHkU6SbaundKqr8CKBCrqFt4GLdVp35GQtdYDhA6x1icogq8RWkWoVSmo22pRHzP2+IAIkmANUgak0jGRmiQtrSjF1TVKJ7FEo5E0iwqBYnE45Zd/+f/lk7/3Ah99/1P8zZ/7ab7/49/HS7/zPL/2L3+Hg4Xm05/9DHN3TFEUlGVOkyWMDrpsXfxzXNsZkCSKfr/L/PiA3YMpzkqS1LC91adpImTvgqfodKnqAKHDfFExnhzS6SjSNOV4PCcJGf2yoOwVoDsUMqGua3wVaJxECYFMBMbPqRdzlEzIexrDjMpNeeLKBkVeUvYHjMdjGiTBwHy8BKnJ0w6NtMwmgaKjwTgkKVVjeOzJp9C1QypPPgjUdUVQCVla4J1ksNnjwvYWIsDNN+7wd/7Wf8zHPvr9/Bf/4O/y0R/+CzSmJk0avPEEpVHeEmQHhMbh0XgC+SmDhYToop3nyq1L6yKukOATvubJYONuq/POrdC6PByKtFbTI+TaBfnWSq10LIjTblRE5gEi1vvg2846zmJNg06K6ObZCBq4qkJKgfQeGWKaV0rVJl9Pj6GSJCqrUuA9Ko1ZdpWm4Bqs9LEa1qf835/8Lb61N+Xm69/gC1/5Pf7cx7+PZx6/yIs3b/DVl77N0jUEnbPwEhEUG50h3Rwmsz2qxuLR3Lx1Cx00QnusnSFVgTGGLMuYTqfM5kdkWYaUksl4Rq/foSgyqmVNXUVeYd3MSYscHwLTg1tIKSnLEq0DZZqjiK5u0tlkPp8zmy7p9QU+WJxtSPKCJIXxZETZKSlVDmi2Nnc4nowZHU2ZTwQqpMwaQxBQTI+ZzCfs748Rdkynk9PpJnR6XeZLT2MCSZrTmAIpN9m5sEFz4w5bWx1ef22P/+G//l/5b//7q1x9/2OYySFJZ4OAAKXjxBcESkjAIrAtV28Fb58CPKdyjxjppKrgfgWE7548HIokuDdF/zwTOMSBH0LAOdv26RFoqSJKVlts8JHtICqEgiBizZAIAhEk3lhM8IhAmzsKOBWRNu8tOiSRGaEjZ84uKnSacjwaoQSEoEA4/uiVP2D7muYNM2GxdHz7m6/zhRe/SpIopC7pDbqUfUW1UPQ3N5lOx+zIBOc9ly5cpjFzZpM5VTUj+JRBp8PWoEfa7VBVFUfHY4wxFEXBcrls66YEWZbRNA1CKpTWGGvp9gqm8xmzxZxUahCK23f26Xa7ZGVCnhZ08hLfLCnThK1rQ6xZMpkc08tyqqphNDqmM9igqo4IXuBlwtxYNjpdrly5xMXLVxiN3uR4OuHg8JDR6Ci2m5ApyAKbZhzuVYTdJRd2rpIXGoRh3hzyjRt7fON1h/AOEQzDYUa3uMpv/It/wU/+1F/g2vueAFyMW6s5pK3rLVZB/4r4CrGZy0pR7iexqviULrRSpnX4+90lsD4citTORACst4aSZ3M2yJbWE0JsDtKaaFt7tIosA61SpHaEYGI9UWuVpJQgNErErgG07AKCREkQSoD1kdYDuKYhhIC1lvF4TAiBZjnn9q1I/PzV//3X+J3PfIHOtSuUg4LrvScpyy5HhwuqymCaKaqXk2vJcjqi38nBO2ToUM8sB0cHbGwOSXVGrz/EVEtS6anr+iQ5vLGxgVZduh2HMYamNlRLS5Jk5EVCnufcvHmT6XRMXhYkeYYQKXlZ0t3c5tatW7isYTZZcjSZcHFjSFmWIBo6ecbFnacYj49QsmSxWDBZLDk8POTy5SGj+ZLD4wmT/RHdQRn/kpLOdicyGQZdXEg4HlekRT92RpJw+fJVnHPcun2TQMPGFhR6E6lSNHMm00Osdby5exP/Qs3lKxfZn+zzoR/4IZA1vlmQa4tUmkCD8ElMgwi7ln8K3M1sWFeSlfVZL1k/z/F7dxXpXe/9/Z3Ic899ODz/pV+LfLv181khns63pNFT7F94d1ISEasjBSfpplX/OMVpE0ZAtLSgSP1Z+dABaz06UZE1LjyTyQRjYgXu4mhOmqZorXnhSy/yR19/HWslX/n6S9y8c5s3dz2SwNFsxmy+JFEpg0EP65YEDBd3NiPSZhqGW9soHIcHsdq1U+QE36BSE3NgQnG8mJB3uiidIVTCfP8AICZf64IgJM4H8kyzu3eAI6CFJE0zBoMNGie5c+cOQsSqXR0SmqaJhX2pYTKZkOc5VT2mU5QkWrOz0Wcxt1y79jj9Qc7uwQ2ULllWHrNoWLgZQWRIH5jPFkip8ViEkAyHmxxPK/b399nZ2cE5x+ZGn+3tbV599VVGx2O6ZcbmsEeS5EynxyjhGHRyuh3F1StbbG09Qb9I+PGf/GF2rm0zGCSUnQFBShJdQF7ETkxJt4W0V/P/SjnWUb7zns06g+JB63FueeC55/48zz//5beFPDwkFmkV+AjWG2c4V59eWggg1xRJy9hBR8a+ds5FV0AmErWyZOg476yY4zYGqLEdlo0unJRoLajnE4KzWNfgrCHPWgZy3mEyXvCpT/1rpmPPb//+1xgvLDdvvkJ/2OXJp54hyUrmkyl37tw6IcNK2WFjY4PhIEOJyBw4mI6QaDYGmwy6GYkUEDIa5kipsMbz2HCDRGrmM0ORZ+heibUWaw2SjCTN8Agm43163ZKDwwlLU/H005epqgV5d4OLly4wnU65NLiImTvqumY+n5MkkkuXdpjNZniToPMO+MDBwRwpCr718i2EDPS2IUkE80WstEV6vG1Isx6DYUldG5yvWSwWzOdTJuMxZaEZHd6hLEtMrTjYa9gcdtFpRpZICDaWiBQZW4Muwi+Zz4/5xiuH9G5MGZQ5x+MDPvh938vHPvQY3/PR7yXNUsx82toaBUk3MlFOOrDej+pzP+PQKtFd3VjhrEJ+N6N23hOCQ6i1myBcvCcyggGC014CwfpYDiEkzi3QSRJdQRn7IERLVWGaBqUU1lg0OdZakiQhKIPQAh8itSdNBI7A0dEjeEb6AAAgAElEQVQRTdNQ1zWz2YxP/KNfZLlwfP5zX+XWTMUSNSEo8kvUvuL4+AYhXTLsljz9xBZJCkmSsphHICDPMvqdkvHxiMudkmAVRdIh7/Ui6TTXGAxKJcznC+Z+gXNQFCneeLrpJkfzIzKtsXqOMzVCJRSZRumcrWEOUlDXNVmWIusJpYCilxLcgnwo0cuaoispyz5SSja3+nijuXPrNhKBJccjefypbcaTOywrQeMtQYMzGd2yh69h0Ri0Ukid0S/7KDUiTRWPX72OtZaqqjDGMD2uSBKHtZas36EsS5bzCYlWSBKyPOHqzlVeffM15nVFVhpcaFhWGXv7t/i9T91kdDzmgz/wYaSC7c0Bzno0C04h8e5q4MBdFbf3c+FW5TmrvNSZAcip1fqu7dkgWi6dwVnX9nsTSLdq7xRvjA8x5xBChL+ddSgRICQ0lUdKgxY5UphY1CclKiTYKm5HalHS45slZBkSQXA1lZlEdpKx/PHXv8Wwd4Ff+eVf49VXXuYPXrrJeFGzdCCSBCk0dWPoJBrnUryvwcHt8RHLmcNVhiRzXH/yCtYk+DBjyTyCHUg6vYyiUKRyASkMNkqKJmAR7NqKC+mVOCCbgE88S7tga6iQGnbHnl7SQ7kEXRYUXUU91Owfj/BNzfzOmHKjS5IkKCWje2o1thEEUkaHc8q8YGMwpNEVF6/skCQJiUow1mKsQ4gu3U5KIgXCOWQnRQqFzDUDL5hMR7FHprbkhaIsuqAk49GUskihSHA+oq+dzhBvDJkEmRfoIHjf089ijOGNW3vUlaeT5AiZUZuaYf8it1/bZT5bcuHyFW5kb9LdHjIYLkjKwYkH0XLn27Fz6n2cyvkGOiu0r028E9MjZ1G99WLB7+qEbDTXwScInYKQLTrjI30ouMgQEhKkItLgFMFE66O1jr0EVCA4EYPURMbWwCLe7BBakkKwEaxwBhEcvs6ZT0csjhte+eo+b91+hd95/jaHU4/RF5Glwi4dwkzZ2txhNpsznRrAsbldEJzgaD5GK+h0Oly6eAVtNZ1SsbV9kYsbPZq5IdcOrSVJopg7QYGiEzT5jmI+ntPd3iBNFUp12NvbR6DxcgsXPMu6YcP3cHmKl4LZssEh6SiJGm4xm03I04RKWPaPRqRpSpZlJFbgraHTy+hd7BGcZzbepSgztnc2sNaSInBeobOCxmYcHBwQSLAhUPhAlnUoipTxOMY7wQsSLcgKR79fkEvNTpZRh0CRdzieTkhTTZYnSCxXr17l+PgYLQryPI2Qe1te773H0CcpFJ/94tfplQU/9Zd+kP07I7725W9w4fEN/t4P/kLsAq2HxIY2krvBhnUrdC/gYfW5HVPCnv1Odo9t3r5CPSSK1Pq6AXTiCD7CvboFCZyPN02tgkzvsRa0WnGzTov0nJsgpSYEST0zKKViCy0iUdF7j7UNwqQ4U9NUFc5klLniay//Mf/qtz8LsuDGW28wmR2x0X8/08mSQE6g4HhsMTYif2masbu3RwhzekWB1DW9jT5Sezq54vJ2iRYVm3kPrVJcCCgdz7efxarYRTWDO5b+YIhIUmazGcF7+t0uUipG02OcDZR5wWx2RCE9MlH0SUiLIUfLA2SV4LMcqQWlAm1jm7FMp9iQ0i0Fdb3kzTfeoluU9LpdsA2uXpJoTYJDCY+SsYgylR6RSJaAcBaznJEI6HYyppM5qS7pdgqEdCSJYrM/4GsvvYjTKaWwpKlkPDlETAOdPGH3Tqy3kgHG4zF7e3sMt66htY6NZUKFFprLFwbgHZ/5wucwtkI4jc483/j8l3j8+vvpXO60QMPdla5nSyxOP4sz1bZrrp1YweLrQMRKvltduxCDWYJGohEyIlHeRiKhFCnee1z7BggpNVIonFnGbj5eUbWwsQwquh7KkyRZdBFbhM4YixSi7c5TI4DZ0YxFM6U5mvE//aP/jW++/iZ3jibUNtApFVYbPHMEhiAENixAOjY3tjk6OkKrHpvdC2wPB2wNB1jl6HVznnryCpmCwjTIuaGfKkwiKLspNjiUNzgdKAQUaYGUASUDaZmSJAmLxYIQHN3NHvNljdSKYbmFqSVCaBqtyKRiO99gbmqO6kBdK4TM2eqkjGcTJpMGkTnwhjJTbPUuE0zAIHBuzN7+FK0TgrTYpuGpa4+TSdje2ARiybhvBM45rDVcv3aFekuTpT2cmCPVNrf3j3j55g10WXLnxh3YPSBTGucM/X4XpXrs3pozHY/pDQYoXbC5fYE0yTDGIGVCT8UEbDncYP9oxNHegu3NIftHu+wdzlCLBS9/9Qt8IHyY4vIFpCzwLm+7w3oUaezHJ1YV1Sv2+HfaGnmlFm8fdHg4FEnQ9ruGpq5QSiBEy29r32Ok0jT6Zg4QCiXSCC44gyo1mTDUdQ1oZBqtkMgjS6HlEZG4DPCxl10iY2cfpqTC8MWXXuOFl16mv1USxgEnoXaeIukQmAAeSclw0COEwP7hAVornrz+GN2kw/Vrl7D1nKwj2ex36ScpnUKzmfYQxlJNJpRZBs6TqLZuSQi63S6pSFpKk0ImgqIoSHVykoTtdAJIzXy5YB5qmqbicl5Qe8tB7emFDmV/gBCCBk9jevTzLsuuZFLNcC7moepQ0SlKXKrJ9SC60iFweLBLp9Ph1p0Dtjc2CcKzvb2NUorZeEavF/l/3V7GdvEYUqTs3Xor9p3wBfPjm8znczZ6fQBqZwkWVJ4y6O+QZxlbFx3VfEFVLWgaS5LEJHpedJBJSmMthwcT8HDhwkWCszzzgWe5eKXkN/+fT/LsRz/MlTtTHIH+1YtxciRFonDMT72VM9W2gnVWd1gDGcQJTSi6duGMFfMnW7xdeTgUqe0d531UIO/jC71O80QCV9cRRAgSa01EZXHgA2kIKJlTdjs4t4gvX5COen580q9OiEhy9c7grUHohPnRjIPDW4gF/OKvfpJZSFnsJSyWOzhKvJHomUXKHI9j2E8YH91BKnj6iYvsDEqubZU8dmmLTC8oC9CkJCzZLCqCqRCyT6ISso0U6TXOOkQQZJ2sVXzIEo8UirpqsCYQrCNYhwQyLaidQwSHyDNS6XFOkqscYZZcGoB0hklYkChFzytEqbjQ2+Jo5Gn6Bd57kiTh9mKMrx1zb5Euxfkl3jc8efFxatOwKAwiSWgWlv29oxjH+IqiSJBS8Nb+AYPeNUIwOCnJej10T/Hjzz7B/v4+1dIymUxwzkUAVYKrj9kdHcfSkgSMs+xc3uH4aIbHE6SnEilFt489HuHqwGi0TyIF9bLiaKR49slrfPZ3v8ULX/8mW3mf7UuX+Kv/4U9RdB5D4FDMiSiearl1a0TVcMryju2b7w02iDPv5VpZou82i0SA4FBBrBV5tXOGj73p9Mo6hUCq2sx2SMFL/Oq1KQ5kSBEKbD0jyyTOWpyLELgkwTqoGgPzhuV0TioVo33PGy/v8uQTH+SNN7+NJhCUxKvA1oUtZm9MuHr5EvVkydZGBy0dH3rfFS5tZVzd7CEbx4XNHYpEEtyMJCiqaoHsZnSkQmvZdjOC48MpuczRNWRCRfRRCPK8pFcm+LqKCdRMkWUZLtR0epK6yhHOMxGeyltKJcjSnBqH8TVbLqFTDqmqyDnLsgTlD6l0LMeo65pLQSK7BQeHx6R9WMxAupTDxZzMwVZRcDCbImqHTkuW4zlikHJ0Z8ZW3mdJznS8x3gxo1l6BkNHv19ycDgGYekPMvrbHWbThk6nQIhA7j1GSZzQ+Kamk0lwkkR3Yx5qZunmCbdu3SKEJde2N+n1rtM0FUIGlvMDPv3CV7k43OD7eYJmw1Mdzvnn//BX+Hf+xs9x4UM7WH8FrY5YNcs/rVAW5/JF68pyvvnJ+nB856jdQ8Js+N7w/Bd/5TRGbJXnlMEbWugTzvQqdqtErj1dFpKTpvhCpXjnkEmCrWu0SOK9doa9G2/xB1/4EvPJku995ll+9K//HTrDbZ546lk+/6U/5NKlJ5nPp2RZ0VpJi3YJH3jqClcubPDUxR6JWLDT6VF0C3ItsPUCEaCjU6T0zF3DZr88aQlmjCGRsTmKaQRlXpAlCV545rMlSZISXGQhrKyVDZYk0yRpyWQyIyiJzlIWypIHiZ8uqY1v+zdYijLFNO17k2SCcaf5Ha8lVeNZVgZrLYtgWQZPbRymqtFaY7zDN7HILks77B7skvf7LI1lkGhqZ/ESlt4ymRyzWCwo8wxjYjeiJMlZLA9RWrC9vY0OisY7im6PxWJBVVVcvHgR52pGo1FkkdiGbn8DRYE2kqwj6XQKNjYHpMIxqqZMDw+YNhXdouDCzhbve6xA6AG/8A//c2CbqCSrN1+sXvd59i0VZ4GH82UYdyd2n3vuR949ZoMQ4p8Cfx3YCyF8qF22CfwqcB14HfjZEMKRiMzT/xH4KWAB/N0Qwlf+pGOE4PGuwTUuWg6lCD625V1RfFZJ1RW5tTbx1Y5JIsA1q3MFb/FOIoTEuDq2uPJZ+/6iGixIKUgzxcbGBp//N88z6A+5+tgVhCw5PDxA4Njq52yUMJk3+OBwGLY2+zxxachGJyVLPJ00Y6PXj7w+a9Dek+c5uYzNVHIhT+qanIvXFnNfMXFsfEWzWCCCRUmFM5ayO8RaS152McagZMF0tkA0Y7xOSJUmWEc+b7DGII1DaEGqIc8kztVo5dEydkj1wSJFoNspMK5BBlAhwXcySqCyjmADu36EEIKLvT6j6RFKKpTyXN7uM1rMkSGQMMQRCEIiE0dnaws/3GbvaL/tbqsRInBpeAHvHZPJEToZsFhO4OiApCiji7l7CyUimJGmKcZ5jiZjElmhreDy8AJCwcFoH1Ebyp0BmxvbXBax6lkYx2988nO89uqIv/azP82Hn7vaMoHWm59EJE68bU7dveqb3t0Y6Z8B/xj4pbVlvwB8KoTw3wkhfqH9/l8CPwm8v/37QeCf8Ce80RzauSN4ZCKwjQPvToI/KUFpjbM1Qpz21S6yDidvwVNtXX8IICxSx+XKQ56tXg7WoPO2SYiL3VH39474+I/+EC/88Q2uXXk/08ry8mtv8MwH3kdnEBhP5vQ7BbOF5erVx/nQUxf4yAc3MYuGCzpDBEeqJmA8WkoMDcJViKQkTwtk7UitQmsduW8+5r689ySZjpYqk4gQyyaqqkJIg9KxeDFJBd4Hhv2MTmfIZFyj0kAQnpCkGBvwXpIKRVM1aJmi05SqqiL1MCwpE0ehOjgHRkAn1ZiepBFLfJCMp0tkYnjs0mPsHx0jUKR0UK1iZKrEqA1mpma2N8UHQV52yUKJFYbRuOLihcfIy4JX3rjBoq6YC0GWKJT0lJ2cTjfGKfPFMXW9ZLGs2b0TXbFuZ0i/P8Sbiq1Bn8ZE17bb2cCHmuPKML5xwObmJt1uRqAi7/T4sb/04zzzwbf4/Kd+i52e59IzP4gnRZJz2lD0HHIX1j7fZWfu9X6ld1GRQgifFUJcP7f4Z4Afaz//IvC7REX6GeCXQvQXvyCEGAohLocQbj/4IALvUqRSaG3jC4+FOqlUxQuk0C2zYZUvMrjVe4naYFpKGbv6tC2DQ6gj2KBipt0szcmrWKbTWKYwOjpGCajrJZ3OgKPjXa5fv0S1nFEt5nSTLplKubixxU53QOZz+nlJEmL7qyyRqCTDNBXG1OgkaS1JzHVYCdP5lKIoyJK0bdMVaUrOWYRQ2ETSuAaRxldsBgGBtkCxbXw5no5J05RFPSEIT6qzEzCmbgz9/jBOQs5TZnl8cbT3BDRKZjSNAVfjgiUYSy5T5kuDagSbgyHBKoZpH+M8WSejcRadJARTI4Wkm2QUm5Zl7WjMDKkygrMMe12mi5qDgz3yLEHIwHyyoBIJB5OaziS+PWO5XJLnKWlSUFUznrx+CWOqE8h6ZzCgriZ4a3jr8A63b79FoGFzc4eqqlgsJ6RXL/HBDz1JJ8/54h9+hW998xV+9m/+25GsbMZ4XSKCjwnbFSgn1pXnAXHRGVklZ997sOHiSjlCCLeFEBfa5VeBG2vr3WyXPVCRvAdrBDrI6ProtkTctzN545BS4UN07QKAbJCqbYgPhFDjgyBYFdneLQvcty8MA0h0ilCK4KLFOzwc8cZbIx5//BJPPnmVz/zeF/mJH/1rNE3Dt7895/L293Bw8DofefZ9vP/6JtsDQeokKlRIkSCsx9YGn3nG4yMuXdxp4d2G4CPbYunmFN0CFxx1s4g8vaIghAaEx3lDWcXcUQiBZeqQLXM7oo/EVIBwSOnIcolQEil8mxcrSJPY9E6raAW891EZk/guJqk8aZFQ+x7OODZkZBcMOgWT+YI8T1ksKrrdBO8gUQrTVudWladbdiIalwk2e12q2uMdkGhMSCnyjGGvZG88xvqUqgavMvI8QYqAMQ1bgz6j8YKj8T5JmqOVQelAmqVcuXAl1nGFLWazKTJNY/XvqGZvdIS1lsFgwMG84eatPT724Q/wsY9+kPc9+STT0RRvNHU1Je0lCC9jMxrc3RbpjDxISeTbWOesvNuo3b2OfE/7KIT4eeDnAR5/7BJKB6QObfJ19fIvFQvsWL30KzsFFWQMmEOIMZTWCdYYVJbhm9gNR6kSJUN0/6QEE5vYR8Z3jF/29g74kT//MZqm5IWvf4MQDhHCculigfdTPvzhp/knv/85tn7nU+/yrXr3pNoY8M3/5h+gZUI1GROUIi9jpa3IMmbzEUqDEGl8H4QVJJ2aZrGkM8yQCvIkiSmFJKVEYJ3EC7BNl0RIEg8NKQJNt5MhhKP2BlTJIXO0NVzrX6Gqa16/PSajZpBWHNeevEhZVmO6vT5ZkXI0nuDChOPRksFgk2+9/DrXrlxie6vP5iBnWnmapiJRQ4qNHK3jMDUmYTIzzKY1Sgk++uHvpdfNqRc1qcqRpCCztvPQve7UOiPi/Dtoucdv730eaXflsgkhLgN77fKbwGNr610Dbt1rByGETwCfAHju+58NAod3y/jSq/YNd/H9RDa22A4B7QQhxD7gQQpEWzGLby2D9yBt7MPgBcZFtoOQ7iQfJYIHbzm6c8QLX32R6eiYL3zui9zaPebxS9soKZhZS554aCxPXd1ia7Hkl/6r/4T/j7o3+7Ety++8Pmvee58pTsSdcq6qzKpqVzd22QYESDyghgcQPIDUQjwhxCO88BfwivgPEBIgUDct091uN8gY2xgbd9td2GW3q1xjVmZVzjdv3JjOsIc18rB2RN4sT5mm6c5aqaMrRcS9eWKf/dvrt76/79AtFXKK5CmQfWJz0nLY+zsKj5ISgZxbz9p2GlVh7OPxyGLRUUrBGFN/hkLKGWtbtK7Op0XWGJhSanK6zJIi8tyh1BDoUgolR7QRTAP8K//Ff83kjyStWZ9uGPzEGAeyzJQ8sFhahmOPkQrTGmIspNjhdIvWFuGv0SnQto4Qe8YkaJyhWzQcbyK5FFhpls0pIhdSiFhnyKXjZj+i1hKpO/ZTxDean351QxSKdz+M3FOaSUSKFIyHIzEnNssFQitizFxdXSG15WK353uvv4HI9fduWotzhugFbSORqnBvZWiV4lvf+DanZycYGl778kus7t0jJkPc77FdRKt2nidpCgGYc3D/hN/3s+vZQW691p9m/WUL6R8A/zHwX81//tIzX//PhRB/mwoy3PyF5yOYJeOzRHz+CjCjdzVhvCZKcGdYL4yswEHOxHD75KhzI6g0Iutmw/s0EWNEWw2hMPnEr//Kb3M4ehbbLd96/R2Og8eYFhkz5MJSt2yXCx6c1KCwBydrfNiBKqjOoLoVw7TDtR37/R5p5sIXEiEFzlafBYkk5cz9hw/p9z2r5ZJpmjDaYVT9nnV6zmJSyBmYuBUjlhzIJGKJWFlNE7VWpFSNFcusfzKmghchB5AZoWsebonVULNrHVMsKBSFhDaCQMQocF1LchZEYtG1HGPBGAUis9mccOxHjGyJOVHILBYdbWcY/MQ0TWzbjmH0Vd3gGsxLD7jpPY1W7A6BvY8YH2hODMPo+d4PfkCz6Lj/4JSu3XDcjTx+/IQ4p4OsVmtW2y3D0LPddOwP12gDwWWazZLnX36Jt956k6fnF7z97hu88PKLnL38PFpqpDLUscmt7uiTFsSzCtof5979xeuTwN//MxVYuCeEeBf4L6kF9AtCiP8UeBv4G/OP/zIV+v4BFf7+Tz7RuyiCHA3aGbIPH7O+EkphZpvgMnlKqbql4p9JNRem3oTGgChkXz8QEWtLKAxoZ4jjAT9E/t7f+SX+0W99HZ8btpslH1z2CKDLkeeff46nV5es2jUn3Qpzm57ujyz1ivPLc1zb0IcDq3XL1eWB1UnHfn/Ddr0h54KPEyerE0IINK7leDziY8AYN4/IFIUKSPg4kXOF9733SFNbzzQ/JLTWGGsoMaOSwVqL9x4lHcEPGF2TNIQsSAVTHNBW4bQhk5BR4McJIxVtW5AikzNIlarbWQkgOkqoqGgAlA5IVYgxEOM1TeeIJZKngfv3zigpM/SB1lriyrDpOo7DiJomQsx05oxGDbR6Qb/2/PD9S1rX8d71E7745c9xtf+Qm32sdss+cnN9zXPPP0+zWTKlyPPrNZuTFW+88QMmnznZ3mMYDwRjefPxY4Y88eVXv8hPfeWLvPP+G/zS3/8HtIvIenvCg8+9DPI5ajHdStM/wS14a6pSytwWfrr56idB7f6jP+Nbf/1P+dkC/Gef6h3UvwnsyUFSSg0jFkLg84SUCoIkpYI2IObgLwrz+Qjybcpequem25Wpocky3m7civd/8C6//r99nSHBiy8/Yrc/IsvI2dk9Li6uUPZlOpl5cK9DaceyrUO8YZrwU+TkdIP3nuMhcXM50eqW0HsUimkKoB25CMIw1Jaz9DglmI572sYSiUQyRi+RRaCS4PrygkePHpG0IsSeruuIPuGsIflA8p4cAtGKKpZzjpg8WimmqZoyjsO+ug3ZQkyghUGUWdelJUkktHJVtpAClme+F0akSGhdHVeHKVFSnrNlMz5VoaMEDscdQgiMcwzDHiMN/XREKc1JWx8a13GPcwUz7mlU5GSVGVNgO1g++NGb3L+3JMYDfgz1vXYN7zx+n7NwBsBViTy9vMDYmh2lZCKWgh5HtAArBUZ7NpvCSy//NZ48vuF0+xzr7Ql4CboHvaR6Jc47+1/gnHpnWSzg07qswmeEIiRm75OUwl2eK4CWmpRqu9c0Dbn4Oy8Co9v6VFcKTENJoYIUz9h5KTkXpg9obfjD3/km/+1/87dQTcerX3qRq6tr9sPEK8+/ysXTS5xYICZBKx0r55BasVxWJWaMkUykUw1KC5aLDlmgsY6YFO18ExWfeXT/Af10YLlcEsOxtpVaILUjpoLQGrOSkDJaCVaNo5+uEVJglGEcR5yx9Ua3ruYqSYU2rhJQU9VtGWNo2zqjkcKiVYPNhpwLaSiV2aBGnO3w3pMDlRGvFCVpYkpkCq6p2qEQKodRUBn0etZ9Canp3JLV+iPe2q3DkdaWEBIpFqbJc7Lp2LjEGCILscCLkYenEh8yb632PD6/wq23lPQGk0+kotjOHQXAbrfje6+/x4MHjxj6p6yWHS88f7+yIcIVi0XH5c1j/vD7j3ntZ77MV770Kj/9r2/xeYFuNyCqWT/I6jf5lzI5uQUlfsK4drduPVJKSp4VkEIQUkApTcmFYRgQMmFnaDSnQs6QkgeG2SUoVv7dvPJ8cBWissp/7Vf+L54+OTKqwuXFkZvdgSIUT/IRrSxFGY4hV98BkRDC34EGbdsyDUcuLs5RSqGLQ0rF9dUFIBFFEn3lC+5vDuiFYQiRpV1BqaBHCAmhNaJI9oexurOicW1NlZimCaeo034fMG1LisxOpIpcBClDzgljC7HEu/fXtAJtEikbMoUQI0hF8AnnOpSqaR41cKBqsiqIk+mnhPATzrkZ7TRoKZCiMPUDQhv0nCp4q+/KOdF1DW3TcXV9gWssPtTfQQqQBlYnjic3tcOw2vDgRCKy4IfvX/LFL36eb3/ndY79nmGon6uc0dSTs1POLy44Pb2HMYbtdsvVxTlKapCGzfY+J2v4O7/wi1gb+bf+7X8NY9fUHgRE0XMR1YL6ZOvZFvD/h4HsP4v1scP17F+QYsaoqsVPJSFFQQlDiZEyJ4Pfuq4KIckhV7N1ERCoOQpmQQo7pv2BN17/IX/8zfe5Gffs+0QWDUK0JAKN7hiHgabVhHKBsUtO1gtca+8Gq0k6YCCnGuOSxEjRlmgSS2fJTEgVWbQNqUzEKFh2LftpqDeJuKXvZ3IYMdKiUqCQ2d8c6TrLolNMI5RUGQuH44QzDVZX7Y6zUIonpQlrViBCNccE7gibptSd0tUImJRyPaspR0xjJYIIUUctgBCaIhTjOJFDtfqahgHhNLZ1yOUKHwJCQfCJogVKGlbdFh8T+2OlMZWSaTuNNgkRq33z8XhkJSEpTc4F5TLtoxWRIzcX7/K5leNGGfplREjNMQhSlnjv+fzLD5EqYQ187/Xvo5Ti3qYm/l08vSCNmnvbR/zN//EX+bmf/VnOXorzZ19ANM/sJc9aFj+7w/xFCN6nW/90zb3+kusW6i2loLUlxeqCqvUKLRcYtcSZNVK4yh9LdehqTG1vlBZ3r9s+31iLFAPWwH53yXtvv8P1/oLDcE0qAesEiMD2dIFpHEoJ/NBztl7Tzk/dIjLK1DNXaxKNNZxsVqwWS6x2+DGwaJdoZ9HWoLTmMB6xTaUP7S6uONmscFbXqX+RFJ/RsnrS3ZJZ29bNXMKCtgLXapAJoSrsHXPANqbahilL23bE2TnJ2dpu3QIU0U+k4EnBQ044oxCiMMQRoQwojTIWpCCVGhFasma5OKVrTyhZY5yl7TqQgnbR0K1aTFPh8G7RYKyiiJG2k7g2s+jWSGExao01G0q2+EmwWT9gfbIAlZjCgAwKjpEvP/car3z5r2JWW4rr8GNACc3JasnJZkHjFONwoHGapunYbs/Y7488Ob8g5cz6ZA/l5+EAACAASURBVM16veblV17kww92/Oov/359uE2BXD147/571mDyI1n5rTL22dfH7kj+qYMN/yxWKaUiVlKSYkFrQ4qFEnqAuyIzrZ5bOFG/P1Nkbl2D6i+vqiBu9vX2U+Jv/0+/xHe/9SMurwaa9RmxWBbdmsMhMg6Zi8M5Sy15/uw+dgpsNxuMKox+oj/UQio3PdIIDrvL2UnZVMAjFvo00LoG4yzH4w1iuGFlV0gSh5vrmTCbsGIBudqIDWKoHMtcEDoTgqZt1owpMoWC1IsqTpQJrRRCQo6V6Gm0IYQKg+939RolAhRobaVKVVVrxOEoWhBTIaRcs2TThC+hnjsBpTO5jKRYMNYxTpH98YBrDMiMTxHjKqu8FI1ztfAPhwOpQOsixmrKfD5zLtE0HTc3N3SrhtGPNJ3j6Kvb0mG/48F2SXjlebp2z1uhcBwGlBiZwsRyaZnGRE5Hhr7uqNuTU/w08v033uS1Lz3H5dNIzm/wb/ybP8/b777OW9/5Ea/81FcISMwzhVFBhtrifbxcfnwPeTai8yfUs0EIQeNq5Ih2FVkyrSGFse4MMSNn3l2+ja3MurrVCIHSqzub4XTHEctECk1RvPH9K54eDaY1rJYnCGm52iearmWaJhq3otGFED0ny/t0rePEWlLM2Fgv8CFPnJp7HNKI1RofCl23wDWK6Cc6U0hpYNNKjK4RnVJbVG6IPiKlZYyZ5XJVIW0d6ft+PpdI9vs9x2nP5t7mjjEOoFV7Z1Mc/RwAnRStTvTH/i5ppmSN6xyJTCwFZVydqeSCEhonLNrVQLabfmJzupnPQwpNhdSTTMgiWbYW3VgO40CaCkYapDdoZZnGibZxhOlQVbylkIOorV/oCd6jVUMpma5pEAXOVpt6/jNNbQ87Cb7wymqBPPY8/MqLvP7mu+ySQWbLITzBdYZxWJDkxMPTB9xc7Xjw3Jb9XnP+xPPg/gk/evcJn3vpZZ5/dMa0P/L4re/w6AufB7WhCEeu0XDP3GmfLNX8o9CxT96wfTYKCQXF1WLyU3UdLQat6llIS0OMEWXmc1QpaOcqLJwzcewrVy0kVOOIfY+WBlMUv/y//wavv/Ue2jUsug0lK66vdxz9SCkdSinO33yXh198hY1zNF1L27Xsjgdaqwi5XqIiFtwcAkK0dG6BCAO2GHRSdMuHlFKDyqQsVSZB9ZXohz1d1yGlQKgBVEG7hv1+xDlXB6hIEpn+2NOsqqvrMAwzLy+Shr7uTmpEydrWjlNEO43Q8wg7ZYbDEak7tDZMYz0DOFVAMVOoKp+v7STJz8NtpYi5vxsIez/SLRoyBYucB96++mg0lrZt6Q9HVotNlYPFjDBVym4bh7aGadyTYsI1FUQpYaLtFCqCNRLtBNYsudofee7+A86vbviZr3yZt55e8+HFJS6dkoWkUYrjEAh+ZHt2QimC05MTLi8v+eDxOc8/uM/3f/BDXnn5ZZ57acPquVNSnsjhDYx7iJLL2eb49j77pKTV2/UTtiMVCiFMhABWt8QQKSkR0kfOqjlX8Vr1bNOEsb9jchcS41RblevLJzTGkWLk6ocf8Av/y9+n25xxdfGYL3z+ZYYpcn7+Ltt7W1LI+DGw2qw4jgNORjKFMXhOtgvGYU/nqkQj4muLQ6E/7BijRwsYhhEXO6QEbSQlqzpoDIe7c9w49nM6hOD6+oL1ek0RilQiQgpSitjGIFTHOPYzKlaHsYdDP1OMbir4YWrbNoWxWmndpmUISUgRjJ+Hs3O7WxT73RGlAsZ2QCQz0ch2vq6JnOvcLpeCsYrRT+QpoKREIhiGEaUhSjHH3WiG8cg4BYTSlXVhLSjJ5CesaUki0h8GpNCkKIghYW2LKjDGzDAesdrQ2kxrDPuh59HZipNNw6//w99js7mP0oGz5ZInNzfY4Hn04DlCCNzcXDHFPY11LB+teePNH/Lz+y+zeuEByixQVMuwWjjiY3faJ1ufPl/2M1FIUMilep1lecA0NVxKZ3t3PpLSQJDkKYPWGKdIQVCyonGWlBLjMNEsTqAcsVHxN/+7/4HXnjvj//jdb7O594ir3RUXuz0Pnz/j/OqCh/fuYbJAa8hhYnP6AB002+2CEvcsm5acZ2ZDkrRt4XA4ILRgtV1VhMrbeYhuCDljVYVgG1fJlmHyxBwIyRPHQNO0lFJQFmKeaFxD6EekMkipaF3l4ylVC9I6cKZByYZpPJKQUATOtUg51XMM0KwsJhq0kex2O6SU1ddOGhoTIHuYCplI1gGtFUhFzJkpJozSdE1DjhGNQrmm0q20IuiMbRs669gf6iDVrlvWJyuOxyM6yxpMkHJlVPQTaYws9AKzWrO7vKqweCoIKVi2hiF4xqmntXDSdZAT1+PAwlh++suv8foP3sM4w3NfWnF9eIo/jnzwvseHkXv3OpqoKULw7gdP2VjH977xFo1QnH3uReRyi5Abqu3mM0VRnhm0ijmt4jaz+Fm5xd156SdsR6qrUjNCCIzRwywxe5bAaXU7Q+GKGI6ztF7Sj0NVWzaKYR9wGH77N3+P19/dM/nMS49eZAqRd56ck7VCFIVE4WxDjoHxxtNpzapbsTw94eJwyelK0U8Tq6ZeaK01x0NPigpjDH7wGGEoEUKesAuLFBpButs9x3FkvVwRY8R7j1G2ygSkZLFaorXGj1MdRorK1Zv8nlJKPdBryeBHlKgRNtpAitUtSUiN0pLg64cdJo/RjhQV1izx3kOx+ClDqeJGqSpyZfTccolMRlZ1q5CM44gEvPdYbZAFZJGsViumaWKcJpQ1FWLOhevLK7quo596JIWSKjUrGIcyjsMYULsDXbvE2ZbJH0g5USSE4FG6knxdk1jR0EdPkdXL4p333uWpP2DWCx499wLvvPMBjz+4YLnq6EVEdNAf9rzy8nO8+eF7/IuHnqubPeXpU86aJUrHZ5yC5vWJeXeffn0m4G8otJ1j8rUguq6j6zqMVXccMm0kyoBrNZlAISBkRKgRbQpKZ4SMLBrLt/7xd/nab/8R57tIlA3nF9dcX+8YY6RxHVpolosTEIbD6Nlf92w3pygBWUUWm47eT9hueTfwHMeRRbPAaYfTjs60bJcnNLoh+4xIAo3G2RalDG27YLlcI6XGGEfbLjDGYYxDa00KsaYO5qraFWRaa6p/txSM41BvNgrjsCfGPUJkrAPr5Jx4kyu5FNBSMo09cUqEMXJ9ccPh5kjKAecMi2WLMYKmqYwJZSw1R0PiXAtIxtETQ6bIQkiewQ/0fY+UkuVySbPoMM6ClLRNw2q5RAqBVoIUPSVHrFE0PtLFwjKDlJnJH8nF0ywMQheKiHQLSy6BmCbaFpzNNV5nBidOzk55ejjy//zRH/Piy6/x4P4LGNdweXWDD5HsLEJqLi6uSMbw5g/f4mR7hrENu+tryCM5/fiZ6Fn4+89bf15ixZ/9N/75r1IoJWFt3SBjvJ3YZ5QSc35yJotALBNZBCQLBJXpK4VBoClZch3e4+/94t/larjmbOH56r/wBd6+fMqbV3uEc4whEiaPEoaLixt2g0dLwYsvPGB70qDFHpn3LJ1EpnBHV8o5IxgRjEzjNdlHZC44pWm0w0mLQTEMUyWlFoHWlpyhbReVmZDrHOjk5JRl27G/vkEhCNOAlpKcAkOfcXZN4zakqCE1OL3ASE0u4xwX4xGqJ5UdsewAGPsDq0VHKT1aB+7dWyDlRBEHRn9BP54T08A4HQGJcW3lBKbEYd+TYqFpOryPZBJFFozTd+c17ysToghBEWCVxg8jyQec0bTOogSk4PHWM+oBbzzaBpquINRIyBNKF7qVQ+mC1uAahdEe5wpn21Xl0i07vvTqazxarTimwj/6nd/jdPuQL3/l82xOWw7DJT/8wZuc2iV6Kjx+5wM+ePKEx+dP2T56ju3pGZSh8jQ/fqM98/rz1p82W/rz12eikEqpupqSLMxJ15OvCRM51zlCzhlyTd0j1/SFaZoqTYiC9yPHww3f/M1v42XCth0l3efbr79D9BPh+kCJe0o+MKkBYT1TSbz5nddZbB2FCVkywRdSlIToGcZqTg/QaMVxikxZUeySScDjqyOTgIDmqr/hejwn5YH97ilMR/z+ihR7bq6fIkql5fR9z831njF42uWC4zjQJ8e+rwikLgP9zYccrj4gTzcIPNM0kopi8IUiGpTpmHzB2BVaV5mHWqzZ+URSiqw1plmgdEcJDqE6Bl9QzRqhVkwjfPjkiugzOknCceTq/IL99RWQMVj8EDkeJ5SRCEUtrjxhZKZVCj9ONcnCByYPMQtiLoSU0ElAzAQ/Mh2PpFR9tmPMTFPA97V1FAW0kAhliSEjcmS7MGA9J01hvV0jpomLq6e8+e4PyZPg0b0XWC/P6FTDk+unqG7BZvUcf/jN9/mdf/x1wvlAypBUM0vLPRChZApiRvEsBUtBU4SkiGd3n1vT/Z/AgWz17BsQqtopqTm9L4bK5r4jqpoamhVjRGpF2zly9oTpAFHx5O1rfvM3fpfPf/5VfvXXfov/4N//D/nv/9Yv4JoNZ9sNg4/YZs3hcODe6YrH5+/zwgv32Z40pHhAColMA84sOGlWiCJJubKrrQMmTxEtJRp0q2maBmcb0iaQ5vOBNIlV1xBzQVsHsamIVjEIOXJ6dsI0TfSHwmrVYnVDSde0tiOHhJC2Si/ikRRB2zk3t1SpxTiO1R+8KLrWIUVFFUNICBStrWey5DMiG5TRxBgwZk0aAqIUFlYzOY0ohRQ9utVkFaukowSU7qpsWwhEKfT9Yf6k6g6boqBdNgijaRqFQM6hyg3TNFDSTLhFk2UgFgsCnKvBA1VkKe+YHdlrVstTjJMMw4QZ9tzbbHl4do+TznGxv6SfLO++U9u39clDpKgZu+5Q0LojxgPn5+e88cYbfHn1RdAngJ496m4pQh8Vh/ixHac80/aJj3zhPvE9/JkopIpSOVLKlBKrh0OMMFv2VjKjJgQ/SyfEPL0PhODxw4F+l/iHv/k1fvqrP8Xv/f4f8OoXH3EcLtkfe1Iy9ONAzpbrq2rhW1LH7trT6QpqrLoTRNZo0SKK4jgekWRItT3wEwgaJJnMVI1y9wfiYNCLejAXCKKQeD9hdSV+FnEkM3E8TGgt6ftI0zSkCNc3V+ScaReaaQSFQ2tBShl5S4YrEiEUfT8gjCRnUX3v/MAw3lDmVAYpNCkVgj9gjGEYR8IUyLJFKig5EouhEDnsbxCuxSpN8J4Yq4Gma+r8Kl0c7+hXYxJ3xjKu20KR9fPJ43xdIkZZxumI1pJcEkZXbVW3aBl9JnNrswar9aJGiWbJdrutOqY8kFO1qO4WhpVQSG85WWnee+p5dP8BUjuef2nJ+ZMrdscDzjls1xKpnhB93/P2229XdvzxiOrWUMoc6MzsIPTRcLb8iR3n2fPTT2isi0ASx3rAM3KDHzzWWpLZ1+/fapCEwDSaEOqTMwVJCQK/s/zOb/0eZ/dbXnnpi5xfDFzf9Pz+H7zN9d4jXYM1HU8vL/B+4OGjM3LsWXeS03sb/HiYuXWSRSMIYSLlxBgC7e0cqWRM8Vghaq5SzCyaypaO4YgfE9a0LO2SJAVhCgxTZUsLUfl0OUmMackJuoWh7Sqbw0pBSgUfPXKWShQZUVoQSv03jFrMkZ11dmY6gxQCOZNW43CDMYbr3Q1KW4TS2FUDISHRhJCRJlOQCNlggqcET6M1Y1Gzh0VV0kolMVKhpCCnFu8jKMU0FpQWHIce5QRKCbRT5HzALiQhCqRpKstEQSQiRSJlmELCZknwkUV3UkGNUlPXNZpx9LP3n0aj6KTk5dMzPnj9PSiOcJzQm+YjlkcO5ODZmo7+eOD+yy/wre8/4dvfeJ1Xf+pVDHm25LqFtz8+UxI/ViyzJhuoD4NPuz4ThQQF66porSBxbTdDsmP1kZayFlaq0HLTNISQcNYx5p533nmPUgo/+3N/lcPTga988XP84R9+j++//m3e/+ADfubnv0AeBZkrQs64dkXMkUcP7iNVxJrM5Aey6RhlAAdGK3LI6FytmYywgEYrjVE1McOHVMV0MnJ6ugIkIUSUUpxuzhBCcHM9oM2sGVKQUqZpWqQqeB9oWkv2R5SWpBwZxpHFokNIPTu83mp1JIh6DbTWCFkHtv2htp7rdaXhrBZLUoaQqjQhl1QfPDly3FcmekkJVH1P3meMbYjRY61DyEIsl6RcExHrzlSVvbv9E5bLJZvtgtFnRE6kGDHakkoNBzCNofhK07KNYzh4rLZIrUm+Fk/f9yhV519FVPGDVArTaHKGk+WKKWic0mxO7nE1BR48eMAUM2enj6q9sSxY27BcrqAU3nrzLUIYeHp9Q7NsOQ5PWbRnfDQTks8US+bPu/Xlxwz5P9n6bBTSHLkCIJoLYkpMISFKU3eKmdRaSplJiBqBZX9zJPrAxdMbTk+3DOOO1YOOvmSiSjw5/4BHj0457EfSWEBYjF3SDx5REvdPNyyUZAw7+v6AKx6CZbPZMJaEUg7jKoSac09MhclnrNIsFi2utUAi+Y6pKKTMKKvohwFkZaK7ThJzhfUnv0NJx364oTHrGZ0MtLplGCZyVjTdihgykx+xVuP9ASEE69UJiYmUI7IY1BgZRcG4ekOGkJimgJYZPwWEkIz7IzJXu+fkPUYqnJLViCT7u3nXQhS0yUz+QCFh9RklF1KSYGLVJ2mDDQ6SJPTpNo0Ua12VsJDITBAz+8OB1WrFMHqGYU+7WEIuTHMLqawghPHuoVh8NddPReF9JLWa0lkevPwCz+8E73z3LZrjACIgmwX3H5zwjW//AKsV6+WS1WLBw7OHfO3rX+N//ZVf5d/99/46L/30y5BDFUZhoNjZV17OYr+P7zofb/X++dtx/aWWKAKJQpuCkIacAtZIco7VZlgojBVIUXcHKSUlVHstVQAz8aWf+gL7/Z4kW3TxWLMALCeLF3h8MTDlWL0eosOoE6yp1sZBZhrtaHXDarHkrO3IvkoQFquWMkOoabZSdrKwah1oyzBMrFcn6E6jo4cwEqZEoxustEgkJUeUUIQpoVjRzeRcQoEiEKpQrGLRrqp9Vqwm8I2b52g644xmt7tEW41zTR18WkXwAyXVB1AqdReI0WBsRT+lgjBptAm0akHwiYxAZI+kDnQXXTU9kVKitJ2zaM0d904/OxBvVE2iCAlpNCknjLWYpaOMI6KAkoX1ckWKCWsMqetmw8uENhDjhGss3UJzc7MnxgnlHEaACNV9SRVF1J7cRZq1ZZiekqJEiJYPH7/L888/z8989RXefvNtnBWUnOiU4l/++a/y5OqGi/0NL00TuNXsI++piRP2Izu3HwOsxbMe+HPqyU8cs6FQe+qCRKKgVASq9u3hI4RHVCP6YRjoWkWzgsPuwJe+9AXW6457905IQvLe6+/z3e9+l3sPViAhXBzQ1vDhkwtevP8iMRxp2xOaxlHikQg0yxW6aUiL6oVgtWYMA8YP85scKTkyhNp+CH2NtQ2H8Wk1g1QCqzRq1hflHGqmUzIoZTBacDweCVPlDy6XK6Y4kfCM/b7uXs4R7AEpLKIsGD0oIikKNuv7TKFHCovS1TTF6MWd51vjltUzoh4lcY1hGI74eI3SglIkWSWMc8QwYVX1I09loqTqYrRcLu/sy6QoFDKxqLuuQAk5K44rY8BYVR92PqKVJHnFeJygVETzuD9SpEPN2btGK5JI+MkTRMKoJTFmpIG2dSQz596KntAHbFzx3Fnihee+wPn5Faf3lhiz4Uc/esrLX3ien/vZf5V333kbqw3LhWCrG775ra/xB//ka3z1X3oeEBRR2+I62zMzs/tPcQkSzxZWpCYDfnLU7rMxR6KQRcTHyDCMs6ozMgzDxxLGb6fsxhim4JnCiDIG1zp89GRqq3J1dcV3vvMdYsjcXB+wxmGto5Ut1iiUzuz3+7vEh6v9gTEl9scj5RLaaQHXAje1OF13wePuiMoSqRJRHnBdi7KGTKU1pSwYkmCcIsd+Yhjnrw0T/XHkcOgpKVXIOYSZ9NlXKF9k/NRXMZvUqJzwh+sKxTeQy8gw3hBSz25/wdOL9ymMKF1pSAB+yhjdkDN4nzjsB46HCknXKFCBj4EppHlKkkGkasw5w9Axzs4+cUTIOsvzsdoc+1gDCXLONVVi6hmGIzF6cvIMw5Fp8JSo78jAotQc4JIjfhooOVJynO2dPdbpu/gXqSBET9c1s0BxIE/HyuTXEWUT+37HGEakNnz32z/kyYfX3L9/n5wjU4hMY+CLL3+e3/i1fwx2SwizDkmIZ6y5/qzXs0vzUfr5J1ufiR1JIChxZkbNBoohBBpzSikBZXxF6aKEElAyo7JhNxzouobVwy1GGkQ2XHzvB/zRN97n6994Dw9Y0yKUxF8eWS8f4qxn0Z5gXSFTGKLHOs/Fh0+xZ0viyjBqz2LZEaNHxrq9d+2WVDwpQ2cWEGsmbONaSipI21RwtVQRc+sMxnWEVNDSsHIdx5tLSkm0rSPOfnRdswBZMEbjw0j2PQJJY+v4sDENjW0oRTH4hC6K4D2qCFSKrNt5R9KW/W7AOFtdU3PB6Q1FDpVoKwQnc/JekZImzSl1HsSCihT6gJGCzapBImZ/8BE/jdXTTnakUCNzrGpp23ZOTpc0bkGQga7ruDp/QgGMBTlmYspIq0m+gjPFzH6FXiCNxqQlySd01uyOB4xasFkZrq6eYkXhZK2YosH7wjAcmKbAyWrD7uac5eJ5Hj33Iq2LDP0BkSJSLEjnE+b+Cm6jXMTt7OhZE0i4tTS+beIEgsJ8APxJowhV85PALXF1HAeUkvgp4H0meIhe3bEchmEgF4WUHQWHSBZVWsIo2O0Ev//1b7A5aWfTRE1CoKwly8Bi07Afrjkej/R9HW4q6erMYxyr0X7I7K/35ClxM9RLPAZQbokUDWH6yLh/v9/j44TVCiUESklyjCwXLcmHO4rNOI4YvWAaCyUbiBpNU/+UiugDOSakcMQgkKIyvq+vrxn6ieAFWq4IXkNuCT5DUYj5WXg47GtKod8R0oHCSMo9MQ20nUbIWBWt82zuajwSlCBbzeQj1jagNEIobvYHphAI8zyrbRdsNluaprmbL/XDxDB6CpJ2saAIwRQCu8OhSitSqWADiT4FLnc3jGPdgXOZz3UpMYV6fgkxEnJASMkwVDOb3W6H1ktKsrR2cweoSKGJuSCU5mZ/4OnlFdc3E8vlPbRdcXV54HgIVJDhmdefWLeZWv/fy+AzsSPlUp+OIVbI1liFDyONU3NPruq5ROa7NAqhI8v1ipwqazp6uHxyw//9u/+EN9++YIyO5XKL0Qs+vHwKouCcph8Cu92ReycbhJM427HsNrhGsVCW9y53qNW6ppADaoaJS/Bcj4FW1uHrONbW01pLKLH6zEXAaorM7K+v6FqHRtVBc45I4+7ss64v6zD24cOHKCQ+BHKKFCXvlKsUgfcBJRvCJFFGo4SpUHlJ+Kl61QEYKxjHvs5vUkJJQ8ql0nvmosfUuJikIuuTDTlX/ZWyjt4HnHGoZh5A+1DZWmhSlEhlUKqwWNQ4nSzrTRhj5GZ3mBHAzDgFrKquuCFlhM7EEJiGsSKIZBq3AOEIQw9CksPElDzaNLTW4UpE+MqAf+fxnqZdM461o5iGc5xrudkfOBwDi0Vku90yTEdiUTTdlv6yZtquETPQcLv+tMBlPe9Wz/o8fHrzk89EIUkpaZoqdzZGze1dQ4hHQKB1W5/spdrwWqspJpAiKNuis8JPgePhhhdeeki3XCNvBDFnFk3LerUBnVgsVlxcHYgxz74DBmMg+EqaHcfAw3sP0KUa+xokh8M1ACet5cpM5DiSEqzWZ3VOkzOpFEh5FtcFrNKsllXGvlouasFqRy6e3W7AOsVyoStXMPUouaaxjpQk2mQQhcKEcy1NaMi5FrxQCZlL5anJiv7dyqLb1pHLhNKVeFpKfcAY67C2onFSx5khEnBCIXQt2kFGSkisthuO+wNt2zKkQrNoSGOkWS3wIaBkmVMyqo6nbdu5S6ioX9/XJA6pJMYqbHH1YTMzzLOunhPTNKB0nTMJoylWgVcIpecznqcTVULTLBz7D5+gtEUlQ9Ms2N0cOHvw4A5ZnEJE6chxPHJ6+jxffO2rPDl/l/vxIVpvnrnT/qyUvmc8Hu6cVj/d+kwUEqXOQUoRM6Cg5yFk3Y5vjVFinnlaRUCq56iUrlkuOw7DDZuThte+8jn+2mvP8+03f4u/8qW/ws1ux+H4ASnDsnPsri45O7sPCjJHlt2Cfv+Yx+ea1kJi5FFa0WnNJC3Ltl7s6zzRBIE1VXJw2O1ZrVaVqjQGaGuaOmOiXa0Y+8Jy+YD9ble9KLQmi4RTjv0hot0KaZZkDMdjQWuHlI7hUP3l2qZlGAZaW///Me6gKLrVak4AHAkqIGdBWjaw2GzYXT5FKINSlt6PqCwIsRKB85TQ8yC0H31lJhhJqzSLzlZGO4Jp8EhZ1blCStqZouVTT5YZBBQZiUji7BsYYqIQaFrNcRg4HqqaWSSLNAphBRrPcfDkIiDf0DYLyhSRYqx2ZUVWDw0ST2+eIkIg+B1LpzgOmZx7Trbt/AAoLBdrnJI0neDDx+eopuG73/pjmF7lc194FZ0hxeNdGHddEv40Q30hZ873syDDTxj8jQBlNFpUi6zgIyElRMl3ZwwhFG27uDNaDyHcWVoFBppVQ9Gwko6nlxdoZxmHyM3NEWcXNF3H4w/eI+dE2wo6Z3FGcv7kMduzBusUm01Hax1tp2ldQyqaNMPfWcwsLFkJl421aCNQKleOnpY4ZzCu5r+u1xtCjLTLho1d1+yjaSL0NSNWKsE0+mr9e9yz3Z4AmYVdQIFxP9I2LWPu5x1lj7WZEIbKfVOJxirUnKMbw4iWis1mw/44VOed7ZYcq5/CswnxTdOAFcRUi+k24eK2VRWqonjaKqYxMY5VvdzaVRUMQqXRREUcE4tFS1aZaQyM3uOMGZqGkAAAIABJREFUJs7t0rJbM44jKSaKijhXjfSTj2Rt0Foz+YlSwFiD1QopNYvlijc++JAw+/IJrfBhjyoLjNE0jUbJwunpKSkNnG43KFm4d3rC+fl5leSoVE0lZ7pQNY2c/cDFxyUWhSomrWafn/4W/kyADQgQWpBFJpcGqVbk4nB2jaCB4hj6zDQNpBTwvhqHpDl0WfYSFTXjocLB3/jjP2b0E4fDiJKW0+19BIYSLOtuy3a15XDjuT4fsHLB9aWgP7YEv6Y/bNhsPo9QGcyRQ18pOFIrlNFIrXBNgxJrlOhomiXLVVfTBEnYLrHcKsZ0jWo8U5zop54xjHVXoqKFBTDOMgV/F9QcYyS4hNoYDvQc6LGz807jOoxeIHD4CXISSGEouX6ERrbIbEjBIsUCazaI0qGM5uR0S7dccHJycmfBfDsDGoYaftb3/UconCgUUWi6hratbXUNbzN0zQarF1hVX4umggBpdr6tLWWsTko5cuh/APIxQn2I1AOjv0Q7j3UDiBu0GWgbC7mQwlRjT4vg+njk5P4DptEhZcfkJYqzCriEAGUihZGLp08hSVbLjhQmnnv0gFiueeONN0CtqsT+9lUpriASlPixl8AicIi7tL5Ptz4bO1IuHK8GrDWUEoA6zffpMIeJFYrMTEMmpYmU/ZwpKxhyhpDJJbBuVkwf9BTb0kyFD88fc3Z6n7E/EHxkc9YAmSkN7A57Skk0Exi7xDWS613htc89x83hQzQTRWlQ9UaVQaKbrsbCjEdOzjoKiekoKTGwXC/JVN+33W7PcrGlP8YqD88jRq3xh57qQRwJHozULERLcm01OEwZ2WdiLNjcIr0m6erPN049xgh8qeeRVltMkURRqS5xpvxo2WGMIoSIH3Z01jKNfZW+u0L0gTCMRF2I3jOOI3kZyD6QZGbpVvSHHqEFcYrYdsnl5RXGOJaLlmnKHI8jp9tVpSuJTAq1FTTK0jrN5PeVfZ4DTi0Zp4DWDuMLRlQb5f1VZL1uMEWArv4Su36qM0KdWWjHjz58n353w/4wImyLdnsEnrYBmRwnp1vefud92lXHxrZM7Zq3Prji9ORl/u4v/J+88OLLnLxyr8LeCUqsuqhCnFP9qhU0MNOHmLu627PUT1xrJ1ivTglxIAaNc4aUAs7cR/NRTmwqu2qQkqrc+jZ5QpquMiBo+c6b30SmgXtnD7kZC75ktLEoocmx8MorL9H3B47XdRfpTtc4M+CsZN21WCtxjUIVTVGaVlf2t9G12JadpaQMxhJ8Ytku0WkCBMY4rGxpdMIZwXA8oIXFWkXyQ3WIFRKtWpTQHKeR3k5szbImmTfNzOSo0oWcMyHX7NxudYrSGfxEKrly/pzD2PoEbZvlnNJROB4rt2+73dL3I01XLYRTFtWDr12jjKTkA3rRoVzDSjf0/UgOGbvY1N1e1Yyk7fYE7+v76rpuDkqrDIf9/gAIptCzXDWkFCiMnGxbpigZ92M1l8meopb1TOlHuu2C4zSRRsNiYbDdChPrNdyctbx9/hZJwsPnTrh6630uD+dY8wCtDd2q5djvOBxH2sWKVGDoY3VkPV7z4dMdL94/43d/+/f5d176GyACSQ+o8tHtnsvM0CjimfPT7fr0jdpno5BKZQfElEl5IKZAKRnvp4/YzmKOe6EmzimlOB6met7QihAHri+f8t6H52yXHU+PA6U4lDTkDBcXV7z8whd4790nNQco94QwsDv0KGuQVGthqP4My6aQS+J4rOwHoXqk7Khc5YiJBacUwvekIivnzBjClJEocozcv7dlf3kNImOEJooqACxoJiuwTjEdd/TDHGMT9rj/l7o3jbUtTe+7fu+05j2d8Y41V3VVd9mdbtvtxB1CYiMsbJBxJPMBBbCDFCMSCSSEYkURg0AQIREk+IBkCaRYQoqiADI4dqBN7BiLxO2hTXe7u6buruFO556zzx7X/A58eHfdLrfdttvYUXlJW+fWPmfXPvfu9az1vs/z///+SYGUkuvrayaTCUWZMo4eR48fFEqnaBFfG+AJMLNpmqgG31mSJEcIxXrVUpRTxjEqFozRFEXK6vIxSE9ZlozjyG4f0WZZWkVQvhgYXI8MEiFTnAsoZWia5sl+S0mPVCLaGtohRr5sVzFmJ0i225idq+RBVoSn63e44OPSViikTpA6YXA+NhZcoBtqymqGCYLEweNNjRQGKRP2+xYpRoTqSFJJNwyYJKcbLJNyymq1YrrI2LeKfmjIjaK5fIdiNgFjnsyvAIIMhCDjADbw2zK5vj5X+iMcyAoh7gohfkEI8WUhxG8JIf69w/NHQojPCCHePHxdHJ4XQoj/VgjxlhDi80KIT/5+7+FDoO62jG4gBHfo0imEAqkFHsdge4TIQWiElHRupJoUICxtu8QNW/brh3z1rdcR6RzrBZo9d25NWa8eU5YpnpHBdYxipKs7ynxKalKM0odhqMZYhRxy+k1Cu5XklABMimNSlSCshEGSywSDRAYP3iO9QFnF2HTgBc5q7GCwIqe3KftmQCqLSSW96/FhhW9XhODorWZbW4JMaZoBIQw6K9l3I91uRIeEYW8ZR4ftLLazjG2L63vM4WqaiBRGBaFm6Hf0TYv0Ct/XhH5AjJYwduAHFrOKsogxOVmlY+iziCw8kwSwHiMUmU4w+rB8DI58EhCmxatNVMz3K+puBWJAa8mkmjObHVOYHO00w3qIJCiAYElURiJSkiCxDehgYAw07YZx7GMYglM09Y5sWpD4gGi2MHiCHckyx2QqMGakbtbgHZO8Qo2Kzf4hy+tHJNpwfnLK+Y0jnn7xeUw6hWBQUj8pXKkTlIwX2fflUYczkWj+e//xR7u0s8B/EEL4DSHEBPh1IcRngB8F/q8Qwt8SQvwE8BPAXwf+JeDFw+O7gf/+8PWbHkpqppOTmCP0AWDFMMZWeJZlEYZyyE6KSxhJU+9ITIbKWuwQOy4mmbLa1HgCJycnOOeYTCYkacG+3mBMEjtLhSEvol1dELhx4xZllTOMezKVYV2Hw1NOTwBIUkGqU2QgFp4QdH30S6VJyXbfkNnIBejqljRA3XRkJsH2A7Yf6VyDUAlSGxg1pRb0bh27ZaZkvW8oU0MwgmoxiTbxfRu9N3lCIO5pnHMcTyJSqz3guMrKsN3uycocKQ12JKbzBYsXHFQDhhDEwdYR43LGsUcqiVQSpQUySNwQ293OebQXGJ1ju4HBRcVJlhl6+qhGEQNCFnEPNg6kMsVUBplHkKW3AR00uUwYmghwkdKQZVHvaHRKWSXIICkSQ6oDY28ZlWGqDWY2Rez3yMERCsvo+tjwSaISpSgShqFjX1t2u5G6dsxyxasf+QiZVphcQKYIofuGRkLCbz8+MGMSfwx7pEMG7MPDn3dCiC8Dt4EfIkZiAvwd4BeJhfRDwE8d0vv+qRBi/n5w8zd7Dx8cwxj1YKMNTybxIbhDblA4EHg4UEzHGEoWHKOT1F3ADY5gJ1xc7Fgud5zduYNSUWaSpin9MGAS2KzXJFlJli/Y1h1SBLJJzHs9Oprj6gbvPMFKPF+/WtXNNVYatDy0R4Nmu92SZRnX14+fkHZmszlSKy4369jaDQ43WjKTMK4lu3odYRveUcoUnZUoaooysF5f44eRsxs3ouLAaG7duIEXPprzrEDKBGMU6ytPlpVPfr/tZmToFV7GVvb7cp6ubwhCodOM0cXYS0FKt2lJMkOSJwxdzKdqdpGLQYiqDWsts9kEmWUYEnyfIJRgs+uRuqJtawKanV3T9z1lmVM3HbNyindEMtFkztAHtEyQxRapA3WzQ6kYPm10im0Dve1JSh9HIJmmouLGrXPurzq+Mu5wJqFtPYkRDM4SDkN1qRyb7WPSqqAQOe88fJvnz8+4/dxdbr3yXOR7BUFAf8NCbfiGs/ADpfDH7ZAVQjwDfAL4FeD8/eI4pJufHX7sNvDeB1527/DcNy0kgYRRx5azchgtMUZiVH4I6BojtSbLkMKQJgbhBdbX5IWmc0tEEDy+vOBzb3wWpwR5OUPqQFHN2V9tQI1cXLUoOWOSzQmhR8vA6WzG/GjBrcUJdtNzNIvwEJXF9npyCC6bpRNmmeHq6ppqMqUdIHhFkla0zYqiKImy/TgdlyrFOs9q1eGEJiiPs5b37l9QTWakrqEuExIC3e6KV4rnGEdFMsnpBVw/fszJyTHvvP02x8fHHB8f0xuH7QfwPua62pGj+VH8IJMM7zp0UsQmjI+D1XyS0nU9wQtUr5jNJjRtTVlqrq+vyYdAWiX0duDqcs3x8THXlxtUopBaYNcbqqSnGS02JORVhg0tImjqZgc+UGYlu7ZFiRbnR7aXNcfHxygknW3ItCaRni5YslRjx1jgeSYYxy15MkUbhXNjlFw5h2Nk9C3TScrkaEq38vTtQJJpLi8eMTuqmExnCBkoqxzBEeiRxfScB/ce82uf/Rqvfuq7MFksH2UEhA8qG/rDXujwEB8Y0Io/RtKqEKIC/mfg3w8hbH9np+PrP/q7PPc7fiMhxF8B/grA3TtnmKzD+8j7Hg8AeEGMcSmKgjIxODc8mVI7a1FAb2NCeEDSdyPtZctxXrB5dMnRnZMn3S+pIrRD0uHDCi0zJvOCstAczRVaNZzNK9rdkhAcksBiNmM6gXY+4fv/o5/8g/5T/TM/7MmCtr8mSxOa5tET6YwQgmaXYEwKAjou2NSXhODwtsSLjsE56HOur68QUrG8vsT6wHY90A09IcQOoh1GqjLFPnQsjhe0Q09XNyghUecJRVHg+oEwCs5uzdhslnhroc84OzllAKTWsVFhDNPkFlLUdN1A0zUMFqr5lPW2RiUlqS44WZzx1beXPHrwkHI6Yyh6fGgRaohaSBvo2oEir2hbntBtbzw9Y7O/x9gvySYzUId8pPCBU/N3RCJ90Nj3x9S1E0IYYhH9TyGE/+Xw9MX7SzYhxE3g8eH5e8DdD7z8DvDgG/+fIYSfBH4S4JMffzHEgWSP1AYpo9FM6pie0HT9k2jM95UOSgBIrI13tDTJef31N7De4JUnzVKEdLTtHqWh75tI3AmGoQeVgJYJN84XzKoC6R1NvSWVAmuhyNIYgDwE/o8f/yG8iwBLKTV9N7Lbb9AmJS8rBusZhpipum0Hdrsdy01ED19vepbrLcdnt9hcXZCWFVonSC2YVYrQ92AU59Wctm05nZ/FPaDtSZIEe5Cy5HlOnhteev6FCLc/fNbr9ZpqYvDW0vvoTn2/s+acg+Dp6z3OBkZvGURgvVmRph5rLcvVmiSNaekCFdXso4spfoNlv90yWcxRiWG1WTGMlqvVDpXIGLiWpuybHbNqRkGO9SPr9ZY8jxm7nRvZ7LYUVUkiNZtNHGFIE6NNRzfQ95ZSpzTdSF5O6VpL17YMnSNLUvIkZRwGjhZnmCxFmwwfDG3bM5tB03RA8kQQvGsigkATGLs9OlEEOSLlB/dIv0dH7g/Rtft9C0nEW8//AHw5hPC3P/Ct/w34t4C/dfj60x94/q8JIf4uscmw+b32R4c3iYHKGLwNZGl6mJCPSKmi/SCMSBXlQdG4lKK0x0iHEDlZOmfwKV9brrlRHlGdL5A2wj+kcBTSc8WAR9DUHUfTkkWVowbLSaqpyil5qrH1SKAnMYbUCOQgSYKm3u/YCIs8JIan8phxsNSuZxxASMnbDx+SH5/Qeo1NM642K6Q0HM0XyK5lWp0TUstRVbCqa/a7nqNqQpEGNk2Plwld1zBdzPEkJFlGf3WFcJbZtMCgcU2HyZIDlkwxNyV23ZOkCTJR2E6RmAPrzo9MpxVvv30Po1OScIu2bdk+GAkLy3O3bqP6S9b7PV0YOD9fcN3uOJue8eDBA5wdKKYTdv2Is55pmND6ltD3DE5gXcdoArdPn0FLxfLiAcrDjadvIdMEmWqqMGJ9fH3vA0U+Z71eM1TX6MQxNQWuLNjv9xgf8c8ySSmHnubOhOPNLW6cvcdvfv6rfOKFFwBBlpYMjSBNTVTdlxMud5s4g0pznJxyNLvBsFfgHeZ8jpCHZd2BRgXuA3XyDYrv8MczkP008G8AXxBC/Obhub9BLKC/J4T4t4F3gR85fO9ngR8A3gIa4Md+vzcIITD2LQLDOA4HcpAmMTFPtG1HymLCMNonAlYpLaOzeD+g9Mjmcsl6s2SaK3RiePjwIbdv3WW5XFKWJUNXkyYJi9kR3jW4sSFgEGogzQxCQL3bkuuCYjIB4sxqub7AHzjdSiqkEREMgkdpgUOhk8Cjy8ekeUa7vcYOPcKNTLUkryYx7AtB3Q7oYobyikIr0iTC7bvdSJoZnHc0TYPQiiBgGEcQBm0M692e89MjhnFkdH2E1+/3BBsQQWN7hxgsRSWja9XHOZEbRqZFxTBYFrOES9+gJpJSVmyudui0YrVfRlBjs6G6fcaXvvYOIhXo0yNk60jqDtsPXIsBXaQcn58hbEu3r2naml//4hXPPvU0k+OCsR9o6g66jmpWEUwgzXM8HhtawDGdZQxuQCjFMIyMY9yT1M2O6WQe0cYyoIJHa0lu4lzs+noV7SEukMgc6waGoUfKOIc0aUJVVVztllyvHjK6PUUygb6F/P20829ik/jg0i5862K7P0jX7pd/93cG4Pt+l58PwF/9Vn6JEDzeRgqnNhqjE6RU2MHFZZAaafvrmEp3SN4ehg4hLdpIpPK89vqX+eyvfI6TYoLPMsbG45Witw5XN4xdx2I6xXY1So7oLDApC04Xc3IjGPsdiRak5Y79bs/Z/AQpPTIBmcTUiLDrMMUUlWbgLftmoO09bbfHeU8YLEmWUkhJYiOptJzO6McRnRj01TbeWe3AVCmcbbHCQwpBenKj0WjaboeQEqE8aaFRSuJsx3K9ZAwNSgm6ccDoJLplU0EiBEZAO0TruTEGGw4XpKpAWk8rR2YnM07GlkrM2LsOrwQvnz97YMop2rrl089/O8MwsHU9NlfktxXBD2gXGIQjCWAmpwh1aJOPsZW9avYkacrSD4xtx0J4vHEcZUcIJdCkhyW6oHAJvoC09Ixtx2V3iVYZ/dCQTKYkiaQMsElgqlOkznn48BopJefnNzi+uWC32x1Cpy37esN0UaE0lGWKdS2jbdDlaZxB1jFJ48nMSP3RahE+FMoGrRSz6QQ7hhgS7KInRAhF3/fMFyXDGPA2fSLnyLKKKEK0JGlB33ne/tpDjBe4LHDr1i3eu/+QxGQIIdBZgffRj0OwGJljZMo4eOaLKdieerNiGEJMkRAa78CrgAjQDS3HRUFIDK3t6dsWk5Q07YAxExKt0Magihg3qRF466KYNHFs+5ZUlwRqRBhQIdA0WwYxYBNJ3UtyW3JaHaEFqMPGfLCBvu1IpEDpEesSlFG0XUc+L5CZpKMlkQlJYkjKGOmSpilJmtJ5hylyUqFY7/dkwHl5gk0NvvdUVUF/uDg556Bt2a0aJlXFuB+ZixydKbxUyERR5AbbNCRjFO+OwTPXGYt8gZcich2kIYwDY9sQSsFoLZNqSuI1IYlcO2tbsiJnlCPYkbIsadueLKsQSkTqqpFII7l9dotJdUEjJcoYrpYrjk+meG+RCq6WlxRF8WS1IoShaQaUTBBZSjJ6cJYgw/vO8t95/GFMSB88h/9/vfqP6HAusN+NSAmDjZtredhQCx2o233M7ElAiti1G9sYEekDONUzdj2f+tOv8plf+BXKbsK9B48p04zRweBqNu1jgpUH2X1AyPGQgC6pxxYxOpTJ2PYdi6Co2z29t8jWYrSm1BN2bsTXcXaklSC4juPjjK7pSZMYkLy+3qDyFKsVjJa2v0I4j7EOT0J/vY7tdZ+gpMYIz2xxxhffeUCaDuz7NjLN6w4poKoKxm3DvCgQjIShRghHNaswQiERqKTCevBpxvriIXlZ0LoRLwVFkpGZCcNYcz47wkhDrRuUHRAqo7djVGeEgLKOmZC8ux3Y71as12uut4+x40iwjuQ0iUspBUkxMK0maCEPGsHwpFNYTU8IAqrjKWWex27asiOZGbTSKKEJWU7XjbGDSE5eGHbrh7gskCiLtZ62D2gCdd8h9Ui32zM7v8lgHe+984BXPvpRlts11ewM1jWMgQfLJUNfo8m4/3DJybPn0T5iCoTrv37SfaNX4oO2ioMG709chiwIEpPivCVLzRPRpkqi7s17T1bkSOHROooM/SCx1qN1yvrxFQ/vX7PZ9wzeIIaRLM3woSNJc1wfwYOz8gRCgnM7qmKK0TCfZ4ggSbSna2rySlHlAt869vsNuZ4glaYbuwNxNGJ/pdQ4Hxisj5B8YWOQV3uYIwVL6gWNqRDWE5yjczuKckbfOxbVjPVug7cB19c8Mztn9JJ2ZymEokgE49DSrzryPKHtalyS4DyAxbiRzo5MygofIC8ntF2LSiTd0JLmJYWJ4dRSRgdtN3jatibPM5TI2Ox2JAL21pImhvXVBdv1hn0bgZxN05C2nqaLDIXrx9fkecpoeyYioBUxGlTFuNJxPDhw+xYXAmWZo2RGlhqKPBB0JOXOZgvqumazWSGVwCQpQsQmiR09WseBfJGlVPmAKSQn8wkXj5eMTYcyCe1Y8+DivXjXP/jYEAEfIl/v3jvvsry6QqoE7yz4/sAzEd9kDxR+2/n4rd6hPiSFFDl+WRqJPzHGJTwpIoj8b9srgjvYGsw2xt2LnFSUHC/O2exHGidYVBV+JO6vZAZecDR/CiUKvEtRGo7mi0jpyQJ5kiKcQylHnpbU+z2+bsjSBDsKCCCVYbs94IZlgnc9w2hpdyP7sSFJJP3QsNQ7hm4k95LTaoayAy7V9Jlida9hedXQ1p6E+ygjGUPHLJ9xY15hvWUc9rx29R5ldoxRCcvVI5I0MDvK0BcdN26cMowNykgGZ5nMpgS/x+IoZgmKkmEYUCJEtndZcb1aMpvnMdMsOKwbaJuB4B1121IlFcurJe8tr2j6js3jdxmGgaqqaIuAnQh2dUwxt6rDZIqGjESmOCtQXSDLKjabDTCg/J40z7h49IDAI6bTaVRa5JHDZ63j6OiYcRyp6x06H0m1QBlLmpuDHaNgZy1lKklLxc2zBV945x73lo85P7/J1aZmNveYICmyjNMzyWq9pG7WTNMFaVUdGIImOiYUMDiiqtb/jkIJHyCviiAI4VuD6X9ICing3Mi+GXAyYA5JdiP264HL3qGkoLdRKZ2mGYSeYAM29GzaJa+98R7GC4zMYlvaavAD7jC1VnJACUuWSlb7DdNqztWjLYvpgjB6IGHc9+RpzuVuTVh6ilLSY3DUoDWresewisuaum4Zese9e1ekSkM+Z13X8apsErRPabymHArM3sB0gfYNWeXo+57t+pp932HuTfmyfZO8MqT5KcVQEXYtnezQfkS6hF0z4oPGXHekyrHdNsiFYLl7yHQ6xw0tgxqZTqcIk+CdwGrJ2A/0vuNy1aOdRCnDyEgAlqslfd/TqpZN11CvL9FDDAMoiznL5YrW9Ww7z93zBV1bM7YBNavwWca9yyuUFLjTgdyl1LsNqUnoK0ehBKbvaEZPmAjqZoXbCqbTKWOQDOMWZTwmtVw9XHF8fHzAIY9QWISPn73KJpRmx8i73D4/p7aO4AXSa9brPTLAo37J8y89Q2pGhnbNXlwzMWDdnhD20Y9kHUEJRLCxdeZj3Oj7BfWEtCoE+BF/mMH9QY8PRSFFu77DBk9iEvAebRTKfR2Xi/dIkyCVxjlH27aIA/xPGIf1Hb1vyDPJdKJYHC+wfULTtTy4eMDgBlLlyDNNlh0xO6oOAVo5vQWjTJzS+p56tyepCuzg8ESQhx+nMZVBaBCG+xd7Hj16BEGhsjliURKkoUpeZbXfIdKCulWsV48JYYNUhlIIrN8wmWZ85PkblOZZrpZb/B4uLh9hO8m+CWTZCeswsB5bpiEhESl29CTTljUe5aCUlnkWrRvbpiXJMrp9jcBEK3xa4b1E62j5duOA1ilBeKz1DHuLdArXebaiZX29oreOPY77l9fUdY0QilQaRJlwVQ8kJidLMrwzNNuRNJni7EBzNcEaw/pRgxTwT375NbIs4/z0jI987A6lfoZ6u2OkY7c2zI5P8DZQVQWpHvHyfkQap5K+7QijJJMZSgacH2PsqUp49OgBpBkvPPcRnNxS1zWf/PifQgS4f/8+52fHJEjW9Y7eDlw83CMwPMnUtC4yA4QALOGQ5CHeL6j371JCoLT+lpZ3H4pC8j7EmRDE2Hil8XbEHIxq72/5hi66Yr33lLMJq8drrLBMp8fs6uGQYWTZrnecnlUMwVE3eyaTKib8dTH6ZL8bubpqsEXH7dmcwe5QRiKNJdQOHyIIXmiDtS19kAx9SsxZ7RjHkc++9gZdN/DsM8+RVhmXdg1jYGgkdd9zsapZ7nbkomL0Aa8UNljqekM1yfl0byiUxKmBkinT2THr3R6rHW/f+wrpdIqUktq2NK6hKKqDP2ok04p9Lxh8ZNwJYUnSHKEzrK+RQlG3A6pP0CKGRCfaEGRAaIGzjt2upes6hFC044AbHOvNjk7D2w8eMJ8t0MqwuPkUwyTQNhHE3w0jE5Ow1576+irmx04SJrrkle95FXzg/NkbLK+vef3NN3j90Tv82U+tePbOGWUV+Qn75iHVZEHT9iA8UkWTnU4EXWfxYWC3W2Pygu4QIhBDFByb9YqHD+9jydntdrz77rtMqwmTqqLMSto6UpDmWUVZ5Ww227gnVCKq7t+X/0gb90wh4L2Ld60D6s279zOV/uDn8IeikBACKXREF4do+oqgyPjtLI9JfUGFGDeiJW3dUJUqmv/6PdcPLzCJQo4jQ2ejI1ZvyQvFOPQkcgtSMbaOtBJoIXkfupXrlCQI2rbDGokfPSZL8aPFo7AdWNsxOsnV4xWrx5ZkPuNEp7R+gGHgja89pg8VN/ISc7zg/v0Vm5Xi6FRx++wGr9x6mofrJb/6xf+XujE0asKf/e5P8qWvvcH1gwdcbJfcWBxRuYxuNmU9tIx3jJBhAAAgAElEQVR4qsww+o6QSo6KGU29pR1aXDMldA2KiizJsaFDe0Wios1kHHpGP9I1e6Zmyk5cczq5hWVksxsoygU2bNj2ex5cPGKz2bDc1XRdx52zM27cvoH1I3ZsuX7see2dezxcbRgtJNWEJCQ0fce4rfn0p57FhcAX7r/FvDD8uW//Dj7ysW/j5nNH/OZnv8BP//zPkvrAX/yLP8CLzz+H7xs2u0cxZWM6JTcx4KxrY3i0too0SxnbLaqD8+OUu8fHGOkxKuVqvaHIJTdu3uRifU1tB05nFbsm4fX7D3n65gQfRm7eOmKaS7yoUWIO2OiWkBJ8+wQII6Xgg6UgVeRGfCsUlA8F/EQgUDIhS0sSo/B2INGKskrQ5pCEkCQYIxDCPXk4P8QEC614/OghwvVoDav1A5QZ0HLPYl5ikgnIeQy+SiSd7djta7KixAWJMJZ22BBExzQRJGEgl5ZJKui6LmrfAPTIftwjypEciy40y77mwfU1QSnu3H6K+fPPUNy4zfK65fzojNrB3kNrEk5unnP37l3u3LrNb33lq1SLY773+76fo6fusOo73rm+xI49N09PeOHOHU6LCjd2MZbFBXSaMJlVZEWGSROk0WRlQTVJyHKFVA7vUkTISZM5fSsRZHQ+o0jPcDJB6ozZbEamDY0deHj5mN3Y0AlLMa8ojqdUi5JH60t2zjK7teDzb36FL775HtnklI99/Dv4tlc/QX7nnNdXF2wKxZcfbJjdfYZB5bx30fJ3/v5n+IX/+zd47tk7fPJTr/LKCy9zfuM5Pvcbb/LGm19DpR7DSCIstt3S1gEtKxI9JUvmhJDivCErFiTZhLbxSJ8S0GR5iVYpWZZRHILa2rZlvdoiZQRl5mXG6C2n5yfY0BMYCKoGEUWv0AEaIQwcHt77r3/Of4jjQ3FHCng8LcPgUQQSrXB2wNIhpMZaTwgCgSbRkxgx6Ue0SCJA3Q3cvnODj714l4uLDatNw9XVBUZLlrsr2sFhlcX7DCFKhIipdat1wwu3MwRH9KPEULJvOoKv2O23MZnvYOO4d+8B5dExIpujJyOFrbhqe5qdxuqOcr7g5p27FGHHzmscI+vhiiwtee1Ln+ftN97ABc/p8QnHR0c0UvLFr3yVj7/6MW4f3eD20Tl9vedL77yJEIKXX36Zl195id5u2W5rltdbrtdXnBzPmCQVaEWW57Rdh1YxQsaODuc6lDIIPHme0vaWpR0w1z2Da5iWKcdVCZ1jH0Z6b5lVJUPbUPcdIgQ2XhGSKTefeYViepPl8Dn08Q3Ijnn3wZpXXlww9QXf/eqnaJqGt99b8c9Nb/Gv/eAPkwwZ//Xf/i/4H//eP+KffuU1PnZ+g1eefY5ls2a3XfHlt97A+Z6nn7lDV3dMpxnBdyA0R8dTNpsN6+0OaSVDM4DKUAbSRDJbnPLgumXbNJyd3qUoJux2DWlaUJYl292Kycww+pHNeknbtyhdgepwwSO9ibCTIL++bAuAlEj5hy8i+JAUkgCEtyRK4qWK7tOuY5YdxZPDjqRpCiEhjBESmWThIBMK5GXK6d0jfvB7v539w2t+5Z33mC1u8tZXH1K3W/KkYhwVjbAIHZhlYGTg1tkpi6mhFR2Lo5xQt3TrAaM1VVHRdR3aRPPYZKFIh5a2CXSjxE0dsywlv11Rjz19O1LohslRxX7dcbq4SZ4UWB15aZ2NjGtTZDglwElkniNMgrItiYPzp19i9fiKfT1wcfkYK1pevn2Lp54u+dKmZhwMSZvQdzuOXwAjHYQRFxqkzMiyhHY/oG0A7+m8R4gSPQ60g6MxBV03sGpbTpOSqXOMwmHzEPdvrSDJEqb5nGK6YDY9oQnwaD3y4tNPcbm95vW33uIrF4/ZN0ueuXGX09kR+VHNe1/9KuVf+DRBWH7kX/1+PlNN+NVf/zVYBbKiIE8dtyfHjN6CM7TrjqKc4HqDCTEOxuPQwpCIEtd5lAnYxBK8YdsLutWaaR73jsvrRyyOKrAd0g/I1OC946npOVY2bPWER/dqbO9JigrGFuQhtc8TC+t9cKQLCJVE7p2Q4Aa8dX/y9khCCJQ2uOARPibdlVnJMG4i0LAwCNEzjHt0Gqf5o7WRBY7D76NB7+kbd1negsnpBZkqmSf3ePNrX+XNd75G3bVU1RyQNE3ESYFnsZiRYmj2W1zborVnU69QKkUmAjMGOiRDXhD8MeY4Jjb01wN5kvLsradI8oQHDx5z/fAK7c6pTMVikXL1+F1u3HmRpUn4ju/4Dv7dH/tL/OUf/8u8/PzLfPKF27z6zC2+9Llf47feWUI65Wg64dnnnj6k+q3ZXS5ZF1NkmPL0M3e4uHxENfPM5zlaFGhRYUSGdCn11iKCPwypE7RMaOoa769xXuBdwNcrrHB0rkeeJOgypUgKfvVX3+TNN99jdnKLs1u3sTvF0elTNCFhXpRMc8XDq8dU0wkn8ymh2ZBLzVe/8jr/yl/9a/zkT/0Uw3CX3kmU1PzCr77OcrPjL3z6E+yWNQ8frZgUivQsZ7qYkxcGpUTkc4wHNJi0mMzQ9g1Se5AClRgCglTBtNRUVcHbV9d4ZUizjN3+ihdfeopHjx5xcRG5G8vEcPfuEX3fcv/+O7jxz2Fbh04ykO6whAOlIvvj6505f5BJRfmWUt9MS/S7Hx+KQvLe0w0j0mgYfUyk8zFOMQSBlNG2HLSPkBIi7VQIGUWbxjOtSrI+IGaOZXhMUSx44ekZ223GF1/rSfMZWiUQIMsKfHCRKiMCYdiRakenR+q6pnMDwUYVemUiE8A5QeUGGD2OQG6iGqJf3oei5Pmbp7R25PLRkkZsuXvjFu12y363ochTxqHjp3/mf+ff/Es/yhe+8AU+/spLvPu1t1leb8i1JxiB6zu22w3PPP08WRLI0ineCZZXW7LMk2cJSoIfe5QISBEDwbqmJU00idEERpp2iyIhTRPGfqTvLQKJ72v2XU02jUDG6+ua33rtHe6/25Lnxzgr2O9rnE957733mD/zFCLNOZqkvH5/SVVV2K7l//wHP81//J/9V/w//+SX+Im/+R/SjgP/8H/9+3z+t15D6pSrB/eYVwVKgckC+2ZD10ZDX2sbnivPoonT9gzWo00gyQzb9RXaSHbNDmVytPeR6df04BqKMuNcpTy4umaz2aGUIU1TZrMFzsNmu6dNMl6pZvT9W1STHOs6/BAIQmKDI8syhJSEQIyWOeyNtI6SIEkAKXGj/V2Sz7/58aEoJIEio8QPFoJEirhvkibBuUDwkBiNoHmC3UU4xuDRWYISgudfvYtZWf7RL34GE3ryMOOpSWB48ZTPvzHDtQqZ5eACeaZYVBWVlIRhxySJV0YpRwY5cjTLGRoZ5TvjyCyboWTH2emC6/UOnRhOiUwDrQWpGmi6tymqiqeeSRk7x+0w46nFK3zt3iXhuMB2Kx7f9zx4+20WZc6jt75CbjSFDxQ28HCz4mG35bkbN5FyxOqAtBI1NWyuV5TJgqJIML4hzycU2pAIgx8l6RiQIeF6u+JolrN3HTY0pMqhpaD2A3U/0DiJMxXdqPFjSQq8eKtkv/4Ky+st8/IU5RaI0tKNOx6/+TbX0/f489/7fehf/00uH73HKx95ib/+N/5TyqTkT33X9/A3/5P/kv/uv/nPuffjP8ov/+w/5OLhPT729CmFcVS5pZ6l7Ns9o+0hNKBKLpYP0Ue3mM1mSG8Z255JfgRFCXhCGWjalrxMyUwBImFWNqhQI7zg1o0jsvwYay3vvPcuJ+dnPF7umE7nTGYz3vjaYy6WG+6e30akgTRJ0UKBt3gXl3IqiXciP8RQgBAUInDIUEpQaRaXeX/A40NRSIG4Ro9/kx5lFIKA9QNCxeCn6FGJ+yklJW4QBKlBCoTQlMWc0ktkP2V78Q6uveSFb3uJy75H0aOUpm6GKFcpJEPXUNw8QhAOHpeWtu05qma0TU8YOvASA2glyadTsiQhrC3X1xsWR3O0VHgbnbyLyZR911N3G8psQm8t06LgB7/7O7HWIoTguhtYTCr2+y2PtjtG5/DjCFrSuR49KOQiJy0Tzu+c0G237LrIOG+7PTopY5zL4Bl6QXAJbeMRUmCkoipO8NaSGs1ms8GoFCWhbXaMNsak7Pd7AvDWe5ekqeHGzTP+9PwTvP3Oe3zhi2+x3j9iejLn+HhBlpSIfsdydc3dWcJ+N2EQntVyyeX9N8gmOcv7F3zyZz7NS3dPeeXpY4Zh4PmbE2Zlie86QthFyZKUlEpivCLFcL25QJrDflen7Oo9XsQIVOc9OjFcra45PkkwZUnIFUU+Y3vxCKcCkzEOo2ezGfvNlrP5lIClvb5gNAW7xvH5L7/Dn/uRH8L1W0a7wyTZQbng6Zvu4Lg20UIiYnqHEBB8i/DfyHj4vY8PRSG937cLweFcjzRpDE4WHntgSkuhogU6BLTWaNSTTJ7gowSo73uWj67Yb/Zs1zV933P03HO8/MxdHrz9COk9Rg5IFdBKczSrMFLg/WHpGAR1OzKOlqRUdE1D0BkmiUkWykhu3T7Gc8zmek+QgmFw1N2GRao4meYsSsPq8Yr9eqD1gftuzWw2w2jDPFMwPMa4jtkY0cH75RXtfMGy2bJYzFjt9iTB4iR02y0IjTZwfFRgjIbOkeqMYtKRFHua9ZqjWwukjzKXEAJSBI5PC5bLS9JiEXkKmx3DEA2KbdOy6UbG7Yar7ZrzoxnPPHeOTKIt3NuesXlE6GtKXXIz0ZzMc77nxnNc73cc3bzLvav7nJyfEIaBMsnJ5MDpsUYmJdvLHVorhsSSqZ5ZJZA6IVOBNDUczxbU7YB1JnqgxgGDQWeaIKJAebPfUVQl23qLyhVZkXJ+fsyjeuR6P7C6jtYJlWgEjlefP+OT3/Yy8yLhZ37+F/jia4/4uZ//OX7s3/nXKc+mhFCDEIyHuNM0K6J4VUqkhhAOVCGlCLbF+/dNgH+w40NRSEIITJrgw4CmoutbpASVJCgjEAepUJL5J2AP37cIJVECEqHIs5zVoxXJ1JNMDFpXvPWlt/no/Ca3z24yTRZ87suvxUGtlyxmU87OztCqQUpFmuakaUonPPv1Ei8cLgGRabyWBA0IS17ENIX5LGUcR7ZuxBLYbR8Tiop633N+fMb8uKATirZv2K/3jCLeUZUIKCHYF2DKnKw4gVZwfvOMUQeq7Ahd5nS9pSiOENKh5UiaStLMsN3twTqUPMGOiiKfM3hJaByJ1EgT93bWBqbTij44lLRUhaF26ROcWZF5+k7jesn1ckvXj9RN5KFrcdijuh4rPXk6IVGAMhTTGZf7DU+JGbcWT9GPHWPbIJ1kok8JMieZX7CpdwgzkiQWlYo4aC0UWakYRMedp2+xXq8REhKVxrnYIUjB2lhMQilyH3BCkkiBkJY0E1TSkKiE69WK49MTSFI+9vJzfPyV51lkilR/Hz/7S7/IKy++xK/843/ASx99hRtP3SGIGEYNYHuHThJAgJRRgxcCfoxsh7g/+pO2tAuebt9Hjp1TlOUMhGdo1gcMcMwMsodAK2tdhCD20QEqVcrQD0yLGUmTUl/UeGXpPFysHnF6UrHIDG/c0+yaHZOkxAiJZKSYTwlNG0GJ3pHpwMnB6EZa8PDyMdPTE7p2xensNgB5kcQNsZCo4zP2qx0qESgFg9tz76qhTHKMTsmF5eioYOhj8l471LQd3AoaLxWrHtJU4Zwh0RljcIS2pjCSRIC2I1miSX2C3w5RfClh7KGvR3SiqJcSJTy97zhaVEgZmXiDtYhmG/cASjJJPEoYepuy7sHRMwjLMMJmuUOKCcYYdOhIVAwH2A8daa0IzqPmgpM854X5gnxSUWQegkbPMsrqiO32Ghm2qGBJncWFgM8TxqGjMBlVOaXIMoLzbFePkECiEpQeEaHH9fEimaqUbugRQZOlE9ablrvVEb8+ekofmM8nvNW+g2JD6kd++Af/PH/mpWMWsuE4nTF/6Sn+xZc+wqe+89v43h/4YewYw6KNtaRZzIfSqSL4JtJdxw8ov4U4pFN8a6XxoSik9+mpSZJQpbMIQ3Se7MCWK4r8YFEOv21wZhKFQBJEwCQp+aRgOp9h0oQhSGaTKafzOftDF3CSp1TTCfXYMCkK0kQicIzDDq0dwrnIBvThYEkRzGczijQjMeqQKGgOE/UWn4BxguLGjL6PCeLKJDH8eIy5Q10/RhadA+9HssTgrMMYQdMN3Ll5xLa1ZFoRhMRhyFLJs3endO2OfuUIfmCoG9yB8lrmKWARMnY1p9Wc5dUVCkE39EwmE4IQiODJsoLRdSRJhsORZob5JMEUsN2PrDcjSEOZVbRtjx9Ggh9JpxUyT5kmC0I3YocBN/S0zjK0DWKpWMynyOCZFTlKxKVlvd0jRIyBadsOqTynpyeI4MirkqGNoWLnZ+c8fvyYruuYTGPQgNbxAuZRDDbK4kJwFGXGbleDUwx9C4klYeB4mnOWJXzfd32Cp45nfPYf/xr+xrO88tGP8C/8me/kRpVDsOhMkZkMLeN+kvD+jOh9EEoc+Ctj4n+7nuA9f6QUoX8WRwgcYiQt/bCJQlzlEWQIHHb0GJPh/XDosASsayNpKDiSbMR6gSdjF0b2wnG933NncsTxbMa4WbE4OeHZu7f46qML0tJQFknc94iB0UqMSNE6sNmuIppKCOq6RmqFAFJt6GyLkA6lNdNJQT8OdINDKlAqdhiLKlBWU4QLeAeLxQmTyYx637JZNxyfzdnXjt1gMVPJxXJDGgQqTxmFYHFUkGhJ6HsykeDZkxcpfe9wmAMkJpDoGV1jWZzMCAxMZzk4j/We6/Waajph19QUKuLNAhKUQEuLzA3CD9w8u8Oji2uu1iuGYcXZ8QlZlmF9oLM9LSNivWGa5hzNF0wnkU6ktWYQA26MAt5RKR7XF5RVSpakSG1I8zxm/IaeSVUwtA1tWyN8QBsTmyEmMhTGAbI0KtyllGSVZnDR/WztwGq1Jcun2KTBpZ5RK8rFOfvLDcElFHqG2huOkopf+rmf5fLykh/4l/95bn70BUK/RASFMZIQ9PvTfwC8d3GMIIH/j7o3+5U+z++7Xt/9t9V2znn23mamu+0ez2LHlm05xHJsCwGyIKCQIALiIhL/Blxww1UuEilSpFyERYogEgIhLogSQggmQk6CPYzXnqW7n+nuZzlbVf3W78bFt54zNjHjaclIPT+p9NQ5p546p6q+y+f7/rwXVBmIOZNjgzCBfzkq8//7+pxMpMziSzJeDkWbZIwi6hklJTnAMA6ELJGqrCBCZFL2pBQJU32yqoqkJHn58sikBPcfd+AH8D0f95/y5GzHfr/nW9/7lOZdgdUZ7wujO3iPSBGmTJSZXEku3njM9PKG8diXc0Vj8T4xHAIhHNlUDUkszFNAitJ7SLnsPFJK+r7HaZj6a2pbs206xmMR1EkSImu2rqGPI5UVrK1mY2eUMhwOPdO4sO5alFK8ePmyJLNricqZJY5oJVnigk8ZJTKQaI1jGAbmfmBlap5fX94lelgqpskjhKKrHHO/Z9s4tNqxvz1wfXXFqtuwXlmkyLgo8FVFIDLFEW6ObLYrutahZI33knku+U/rzQpXqVN8TKCyFSEkZlGcntp1izwWxrl1jhBKYrpWjsXP7PfDydgmMd0OgGQcZrSSrE3NzbFnE1foeY9RLWGZma4m7n/tTa4PPW+cXfD48UM+fvgaV5cveC++QbOpwdbFBCYJpMgkH8kC4omw+gpQkOoV9C0R5iRJ/1GTUbz6g0t8SznkSQXzskDOaGVRUqJFulMypqgxymCsInuBwbDcHFjmPbVuicLT6R1iMmztOevqgqvjkS89eMLT3/uQ2tYYYbm8fI62CqkSMURc0yCNRkrBMo/YXYuKkaZrSUcJMpR8ILXl0M8MQSDIpBhPtlKlQ3623bFdbwhLRgtNjpkQS4SIsJraw/54QIjMo92G1erUQwljMX3JMzEHpqlE15ydnTNMC15kgj8lvUfISYAwzMuM0QaZLVZBZVq8jzR6hbTFw/w4j2w2BaJOyhPDiK0N223DcraiHwKHfiCEyKrtSqd/Cmw3KxQZpcsOcTz2KCVp25rVess47LFOUtcVOUfGecFaTV0bdsJx3B8I0ww64SrDat3il3iXG+yq9s7Q0jlLDEV6Xncb9rczK7sFkZjiN9mPN1QKXlvf41n+kPdefx316RU3UvPhhx+ilGJ/uCXHhegXslfFILLwgogpghTok21AiVUVZCI5ZYTIZF+XmJf8IwY23JE0UiJnj9IFklZKkVMqGaMpoWtFzgUmz1mTs2CePCkEIpY0DaQ4c/ViT2oFrdVoVcKIfUxUccYbwcWDNSH0CDFjq8z+5siqrclZESSoHLHaEpNHBU1OgnG/oFGQZvbHW6DCUoRzw9FT122xOhaFhnI8HArNJCYQGpkl/ZQQzhB8wEhH5Sz3dmtUUpBjCVezNcsSmIaJeVqQWlHX6pT2HRCulEPjMLPbrgkhojVkAq6yjGOhVU1jLA1FUXZJskTIhWm+LfIB5YqcWgREBiOgrjRatlzf9CQfih+g0AXmj4GVrotuSMsi5UCQBFRujUAghUVIgbMWgSEGwZImlgRWaeypCXo47Mtk7TbkXKzVpJRoLcn5lTI1lc+6CRyWG2gbpmVEKljCxPX+mqgy9x7cR6bI1dUVy7LQ9z374zUCGPsjVWdPvb4ypkxx0AEhT5OltAxKDzOXyk8sEPNnMtP/XEwkyGhdvBpAMh2XUypcRkpFFBNZZuJUdi1QhOQhnrrTQ6TuNFeHHt8bohj44uYNpKkw1uJyQsaFuWk495m33n3MzfHAlIoJiNMOPwdi8JiokKrsjCZr2roY+e/3e4QMZXLnGuWqcn9ZMFWZXCnBbtsxz4Fh6sk506gGtMLHiNSFLGuEQFYaU3XUzlEnzXEYiCFzeX1VemXWsHKWefYkYEkRV0l0zqVyTxnGhSwkWkjiFBmGA/fvP2KaBqyxLHGB5JGiRkSDtSUxw0lNCJ5KWxrboKQBm9hVjmmaqJqMX2DoB1ROOGmRqjgF1XVNCAtSRaRMJaEvlt5eP0yEEKi7mpCLVDzNC01VJn9CIESmbRuOx5H+eGSz2aBVjZSSw+GAc4626kBKxnlCjZGsNU1l2G7P2P+Lb1FtMmFX8/qu5e0vPkY7we//+j8nxchr3T2GfibQoKsOLQwJ8CkhlSIliciSJIplgZDFcTUVV5lCZNWKGPJn0iN9LiZSOeOV2MNXkSQpJZbZI1C0ze4UqejxvjDBLQ3Zl4Fdm4RKkuyXYrOlDMYY2q4uKeaNwwRBVo7js2se1xuej7doATl5BBQ3nrCgESXNIaQyCS2EEOlawzJHNptN8SWXmuPxiMrgjCG5SIrg56W4stqSi2qFQ+ti+B5EvHt9GUXTFKtepwxzLmVG05pi+rLMBB9oXcUy7znfthxGhR9mjLEoXci9TVszPLviwfkFafEcxk8Z+onUw+78nIzGVgayxrU77DRz3B+o25IILxAoVSQZxmistVRtMd4/HHqi7xn6HmMdXbtj8RNN69i60pMKIRQPPiIpZbQpVJy2bbm8vMTKkqIuhEAryzQPxCVhjEJrSYyeyq0JIWBNU5JJgKqqcHVFjJl+Kbt8t6pYxlvuP9jisGi3YmVrjNMoZXj60TPkLlKvNM1KY2tOzJfi2JpSPiXzCVSuAFH87nJG6nDaqTUpzCjzIyg1B/6QuZ8ocfBCkJjISZDmwsZ9FU2/LAkhAzJnwpJAWmrniFaCGAm+JFiMhwMxF1ax1oJnl8/5zscfscTA1997j/3Vc5zMvNwfIHgkGZMFjatw1pKWwOFmPJUzlqZNTHMxN9Ep07pi4hj7SGssQUTqk4+b9x4rS2as9x4pNJu2KhC6gqqqCcGzrh0xRQ7LkZAi1zfHYj+2alHKcDsvuKriZlpYTq5KMXtaVZOyL0jYznHUC1oJlBR0pmGaE8djQTOP4yVV5Vh3F5haUyWB0QpjTPEC3+9p2vt3PMZKK1KaONtY9odA03QEnwipZ7NtmeeRZZ6RUmK0AFkWAb8sWNfgrMYvPVolcpLFhlkIdqsN3Un2vR+KxVdd18xLzzSVXuE8z/jsCcdjUQMIQdu2CCn53kcvkaGiFR15vOLXfvVXycN1CUYYE08/ucGqgKosh6Fn5RecXUAIcgKZNXnxpXd02m2EjKcxV3pYcYkI4QjLZ2IIfV4mUsY5deKkKeq67EzjuBQKkJQIFIKS3KekweqycjtXo6Mk7hcuujOE2vHG4yvunVfkkLG2Ypw8Qiv6y0z/gWSfj+gvd+TkyDLS1JtigOgMygqSkCSlMa4iLTNaCJrKkEj4FNAYbDYYp+5ySV/5CjjlWISnancchx5nM3Vb/u4goVqXQGIfAtrposANGmsb4rRgqmJc+WrRWNctS45M84KMiU3bEkNgs+pobE0aIlpJbm96drsNIpd8p66t7g7Sl1czKQqsL0rQRrZIkRj3M5Xr2O46VJAokamMJsSEqSqygrOqIvQjownkKbAMIyJLGrsjhgUtitwBEl4ZQlhoqu6EhWWCKhyBummpT17uVjsuztaFg6fAe8t61ZBzLumAsXgMtHXLYQggFMpo8hx50F2g8y0//bUv8/WvfIkmDlQ5cPHIIH53ADoMmt2qRbd1YXLHhNEWlLnLRBJ3qF0xQdGASEVWkUKB6H9AdNG/dH0+pOaikAetLeXGPM+lh3NasZqmQSlVyri6Lg6rKd0NuJt5YLESeX/DF7/0eoEyhSgNPRLjNLAsM5mJB4/WOGf5xje+gRCC1WqFcxalBMYobNBUOBpR4aIpiKEqxu1VVVNVDZVrCI1g0IHYKtablhBnhEyoClbbGotnXWta21Apx67bUkmLRaOiQOSMlhItJSEud7+/GHwWylQWkGUxy2y0xVp3Nyj6/pZhvAbZE1NP1WSm5Zo53LLEPdIs2DqhjUeYwGF8QdZHhB1Q1TSelyEAACAASURBVIQxEm0jPu5ZvCcLqNuGaZmRyrDMAZaEXiKdMLgIUmoEqqS3W1t2Ie+JPuCMRSvFqu2QRrPEgDSaunbUtSPlQBCRwY8cpiNz8GQpinNUnchyBDVhqkg0Eq9gFt+Xfxtj6I/XPLxf81f+4q/xE49f5zvf/F2ytqjNjtfvv8XaVDx9/l2WGDhc3bAceqQxGFca+zENJEayGBA2gp5BB4TLCBNBLsCEUEthqv8o9pHmeb6DQF9NmnkuDb/vh+VKQnjldVe+E0LAyrLSRiF55903+Qc5nKIoJwiCvj/gD5HNtsGJmcup5fb2luPxyHZlTxT/gPegrSGLzBSKTa+rVyzzgnQK7yMCVXJYJwr7IWWOx/4U+Cvpx4XKQPaC7WrLy8trZFMgaj8s2NaQUnGuwWQkoiSd5wgikaCkdRuDtpZxmbFK45RmyZJlnkkys1tfMM8jbVcO0wXxjCypvPbx+TPOzs6KFgcJWTPN8QTWQGVrlFwwJiOUIqTEzX6PNpLZRzZthx8H0AXgqVXNdNufSvB0997nWHKrlnnGaoOSAh8DUikyGSEpyecxMCdPvS4GlvPJnzzGSJaF1TGOI01j0RKWUCJD53kBEcpk8CP/9q/9Gu++9Yj+euF4u+fjD5+z6VrW1Yo8RHovWLwnhoA/jszNcPpMIcUTvJ1Anc5GMZ1S64W4C2ZOGbTRfBZmw+diR0LkU4K5+iNhYlVtTqwBg9bViWaTUEqghUMCRkH0I3450o8veftnnrDZCpLRnG3OqZxk19U0ouPqwxsujxPHsGCkwUrJcJgRKlG3FdZa6mpFVpZZaUJdM88j2mmWMJOGGR0jjkSjE7WEWmjWzZba1FTasm1XLNPMatOAjJyfrVnVFpMz59sakUYaB42pyUsBSZypAck0z4hUdqmcBkK4prIN+8PAfhjJMbLbbVifr0kysq1bljGR8lKYGMcZLYsHw8XuAhE1ox8QWVKZjnGSxMWQjpIhHwk6oBpNtj1JHtEm0TUWpTP78YBuKrQxTAKMbbh3/pBVu6Z2FdIrKrEmThVpUSw9yORo3RaRy6Ds1i1WF4i5rRqktUQhsE2DtI6AIElFV69YNWu6elVef9Scry9wusFWrsTS3M78lf/gL/Gdpx9S+RVf/8u/ytf/zX+Vr7794zyKRZf27/ylX2O5TMSw4FYtxhVOJakYx2hVkU8K7FfjzJqm3Jq6lI8CZLYQzB9N+PsTrs/FREopMQxH5tMBttTOimUWBH/K+Dy9qJwFsw/MYSLkwBw8KEEiEXNknjVvvPkF+uWGcZnwS6LvA95HQsy8fHGJUZaLe2uaVnPsr0kp0Y8jkcz+eGAcR1QqrHJx8o9o25Z5WRjGkXGaTlbGFr+UPohzBuuKrZTWJYnducIyeFWeLHNGCodWNSkJQsiAOoVLF2RqGA/c3hyYBkmYO55/+gyjNOGUCAggYkKL8j5Ny1wchpTFuYoUS3/NL2WnyNFidIP3mWVcePH8kjnGO3BnWRaESKTsmZeBcTwS04yrFNN8ZBzn4nkeIeNZrWu2u47trqVuNE2raNvmrpk+jiPZZySK6AuTOycYxxkrG6xsMKLGIqmkppKa4zjgU0SfnJGmZeR6f41Q3JnPeO8Zh4GnH37Er//v/5Sn3/gDtJDwxjn5vTeRJiJN4vxBS9U4Vps12ilepWyM48jxeCyfw7KQT/2jV7d00owBIGeymPhTlVEIISrgHwPu9Pi/l3P+T4QQXwD+LnAG/HPgP8w5L0IIB/wXwE8Dl8Bfzjl/90/4HdRNxTJ75rnwraZpOp2ZIDPhw4KPHlsblMykEAm+1O1ZB/p5oDaGIWR0a+lfPmfyB3wwfPTRgSwS3gruPXzE95495+d+7ueAqSBFJOZ+KOFeaaHWFnUS3flY4NvjYcJYTRKCIDIxjoi00DYrVDTMy4g8Qb05FxN6rTW2qZDOlEEVFUM/MCzxDiGb5+murEgp0a239P3A7WFEKVXSHLxnt9kQiNRC0NkKLTVZZHRbI3zAp0itO4w0pDly//4FSmeOgyeEhbPzDh+OzKHnw8uP2YULuq6hbWusdRipkKIIBIm52AJLTQwwT8XUfprGElBtLRiFJ1BvLCoLxmmkyhKlBcuUkLJUGM52hJhRUpFOVKUSzZnuPntXVWhdgBcfAiiIOdBPhQArKO/Vd9//gLhEpuPI8R+9T/PFPdWDDXVukGeaOSw8fO2c9fkWnAArT6EHuUDfJ1RYKQUi/JExGEL8/kTKC0oVM8sf9vphdqQZ+OWc89eBnwT+NSHEzwP/OfDXcs7vANfAXz09/q8C1znnt4G/dnrcD7xeDSrnHHVd3wUwC+lROqHMgrITzVqirCerCW0ldVtRNTXQYN0OYzY0a8nmbIuxFTGXPlSIJTNntd2Rk+Bsc8bF+WPaZkdOBcI2xqCMoWkqjFUokbFKslqtipuQ1gRyyQBKkbrR1I1Gm1xoL6sOa/XdGU/r0pORUnI8HgsiKT1NqzE2My8HhPQgCjr36v8svqyDS7ohq+PdwHPOobTEalMCyWSBr6u65vz8Hs7VrLo1VdWx3ZzfnSsvLs6pasXiDygURjuGcb7rAaWU0KqjclusXiOokaJGq5awFJ1W5Rqk0JAdggpn10hqjG6o65a6dqxWK+ypHdDWNV3TYlXZHZumY7vZ0VQSJTy1E4zRo2oHVpPIhBN1x1YO4wzaanwKxScinBrhMWGUYRpnPs4T+V5LIEJSCBy77QVf/9pPcvbgnEQmy+IT8Spu5tXr/X/vRq+MIkuzPaNODejPEsr8wyT2ZeB4+tKcbhn4ZeDfP33/7wD/KfA3gX/rdB/g7wF/Qwgh8g9y38sQfTyVN2MBDpK6GwwpWYRwLHMx9otRo41lWQJKSipniutMzFSL4/H2AR+nj1hGyXK8Ztc4VLMi2sAwRL789kPm/iWXl5dIk8mDoHYNaSm7kHaOYfEYpbFpvBv4CkGWxbpY2YYQArMIZClQ6lSqzZqcJYsMxd4pFoPLw3JA5eIsOk0TpJqwGG6uDtg24+cZmcGIYgSzax5hrcVKQbQN/ejZ2ao8t0psNqsSlxk9y7iw2dZoWVjq49hDsiVGdI44IdDaIHCksNC6Fcd+ZPGeQ38kiJHHjx6gckZLgQinWBoXi9m92pxS428RiXJ2sgqiZBkmkgw0dUMMmWX2XO6vihNU26Iaw7z0DOO+xLwohc+eXbUinfKdUs7kCEqUhUjLLfMw0rqalA8EEXCN5Zd/+Rf4B3//17kZJ+IcOHw84ipBFj1CWtarmlWzY3eusW++jsyKyfdFs4akq+qS6CIFIO6STrTWiBwh5ZK4ERKE9JkiMH+oKSeEUKf82OfA3we+BdzknF/tj0+BJ6f7T4CPAE4/vwXO/5jn/I+FEL8hhPiNy6t9QW9yxtkaa6oSKJzlyQxFFzhW6FIu1I5IwjUOoQWJyBIXQi7qT601QinmYcaZivPdilXnUDlxvuu4f97RWsu6qRGx8KleRcj4WOTtrm5RxmKNoTK28NFMh6srXG3xMRNSySWSwiCFxbmWZtth6wo/wXAbqKsNStYoWaOt4mZ/zewnjCncvouLhygtWK9X1LVDS1XQLyFRQrKERNuuaKRDBAlekH1if3PDMk50Tc2q3TIPAacaiIq4SKYhcO/sEV2zYd1sudg9QGbNpttiTIUzjq5ZoYQuYWVCEqelsEVQVLZG5HIgD3EiM7FbbzjbbZGZu3CDgqqWdMO+H4uUpOlYrTYnt6bSk9HGICklrEIgheD8/Jz1dkO2gu58zfbBGc2uQ0jL7vyCmMr5qK4Nu7OG9abmqz/1Ra73n/D86gUvLp+TwsK0L1E6x+OAbhounrxGVa2LI2vbYBuHqRRSZ5QTSFNQX60lxqiC5J24jt7PIBYyM3/qUvOccwR+UgixBf474L0/7mGv5sgP+Nkffs6/BfwtgK995Qv5FfSYc2ERFLFfPKXqKZyTZCXI2bP4HiU0S1ggC1TukMogEswKvvS1L/M7v/ttPnk6cvQLV9c3rO6fc1adcztcsao6/DRSacXtNHLsBx4/vI9WghnFEiJVpdBKE+aBtm6Y+oFjv6CXjHWSKRZz904YurXheDyQfCDqiJEGIwtR9Wb/KRnwYaZy97G2yCtmf0VVVcSUCGGhMqZwu2Kiqxu0LueGl4cDjWvIPuH7CVO1LMeBerVF05F9hcyZxq5QwhSBGpbGVTR2hVwZbg57lNRIMWK0pGsFYTFooRDSYHKL7wVOdPh+Yk49alXEcEF4MgGtM76aSUIRYkDMDq01q9UKkRMpwXq9ZRwmqqqi73sqV1OhcFkideH3RSgIqFzA75mjp+nWBe7OER8zUe4Zx0AgsRwVDx6eI5Wm7TTvfeVdfucPvsNv/tZvcXPzkvubjm3X8sY7b2GaNatzx/nrFwQ5YQQsSy79OeXJFAu3SEai7xrWUqmiUTr1rZSoTiXfDzM7yvWZ+kg55xshxD8Cfh7YCiH0add5Dfj49LCnwOvAUyGEBjbA1Q9+YkEMoiA3+qRpOfVWxnH+viMmp5UwlsalUmXyjdOAkYpxXnB1RecUF9t7fPLhB9y+vEZlzfH5kfa+ZeMqluNAc29DzIXSM+XIYb/QNXV5QxWMY88kBLXRHKcZU9WIGaYeUogoXTT+fpyYl6H0lJTEzEWxG+QCMp2cOzMyScbx+gQqhJNkvqCTG1camP1xgJwwqiIfwdiKlR8It0MpN5Jg76+RyZBZaN1AniOIksq3zMOptoesNM8ub2AJbDc7xnFk1bzG7f6arbL4asLolnE5MuwPrOqKpnO4qmbpE7fHA1IIrDaAAKNRp1I758w03OJcXSIqx5H1es31VZG1CzkhVRFfYgwemIahnH+XTD7thHp2+DGx6IJ0hhSwSrHEjIqR/rhnOCjU/cfkReBTYre94I17j/kWH5JC5tnlLS8OB84eP8F2iaXzeBsxKTGddk2JQosW8kIKJY0DlVFKk5IvfcmskZRAOx8/u33xn1jaCSHunXYihBA18KvA7wD/C/AXTw/7j4D//nT/fzh9zenn//AHno8o3EBjFNZqjACCL2RHbaiNpdKmeCycsP9ykK/QurAOMjMxjeUgj8JddGwfrXHrzE/81DuoOjLGW17sn3PdF+ecvh/Zbne0zYqYBMpUhCiIUQEWaRuMbZmDp18m5hhIYsS1E1lO7Ha7O4QuLAktLfPoTz0vc4KgM2ISaKOozkoiO0Bd11RVYY/HGBlj4DCMiAhuGjFzT7MKJHvL6qwhKg8moQzEvCAt+BgIZGzlaOv7GLWldue0qw3n9x7w3k98lZgF9cVD1PqMJ+9+mYuLC9566y1yzqyaFmtKCRlCoO/7kytTRCOoqwqrzR3YUX7mi020yAiZaZqKzWbFalWzLBMPH91ju10T41zkGSce2yuGijQSsa1xXYU76whOUF+s2a3PcbqGKJkHzzLXBN8i2LJaO1KeSHmikhIZA2ddx/nunNq16KywqmYJHmE0r7/1Js3ZpiDBVY1zNUIooo+kYJCixpk1JFNu2UK2dwt1SgmpCjD0WdIvf5gd6RHwd4QQijLx/puc8/8ohPht4O8KIf4z4F8Af/v0+L8N/JdCiPcpO9G/9yf9gkxm8eWMIqM4ISzcycpfQcP5tANpfTrQL+UDbpotImXGfqBxmb0fqLcVV7fPeXTvjC++8wafXL7k8Gzmdn8kDb4oYpWkbTuynHl5/THb9Rptit+m8J45Z5a+RyuFFsUwUumAkg3X19c0dfGSSCGzpAURBUM/oYwkyTIolVPgM3JSRJXu+kpt296hRFOIDP3M4eZAtSkm/9PNDU1VMVMjTUOMmcN4i9SBEEfuuTUAxjl0htV6zdnZluu+ZxgGjsNY2ALHPSIFiCXNrx8ONE1DU2uEdMQ40590PMumwZ0yfJdppqsbUPIOOcsU9sU49Rgl6YdDQfSkpKrUXXJH25whRGbxhTZ1xxKXCmEMxAWXDX5ZiEEScmGHBykRzpH6I3MYmcOI0/oEnmWiymQjiSqzv96zq1pSAi0Vri7l5L4/0rnHRZYzTSSh7xr8mQVFwqeE0oBMkH0htZ5EfFJKltPY+1P1bMg5/xbwU3/M978N/Owf8/0J+Hd/6L8AIIHBsoQFob7fRNOuNCvH+VBWUbMl+FKPo/wJ+1eMx56cAk6r0m8aBtx6RVwEL17ueePBE866DdNjxQfPPuZ7L57xB//XJX2u+JmffQ9ntoziCp8jIgtEFoRUGNyVUYRpZrXeQmtYBkHt1Mk4pdjgmtqVND+lQHqUlgzHga7rMFJx2/do66gEGF2M3G+OB5qmK7SjCEhRPBKWgapZ0e3uYZXhg48+gaw59gOqMpzdWxG8pFaKUSnGvicLzZwCN8cjzarj3vaM/cuXHIdb1hUcDweubgcqe07b1rz1hUe8fHmN1gIlBOt6x7xM3N4M3L9/DyclOIv3EZVAWYPSkn4Ycc6xalf4uTC+l5xBzaQkkWiksie6k0BIRVpAyNJKMHpFvTj2IbLqOnIl2O/39Mcb2rYlLsVKTGVB9hmVTUmxTyARbM7OGYeJpx+94LXH5yThwWTWm64oelvDk3e+yLJEUkxkIcEIEhmlGwweHyaUyGhJSYHEFQMdlSAXepA69a4+C7Phc8G1e4XhG2NQf4iQmoknoKGURCkFhBRU1rGkiUpZhFBooUnRk4PH2LKaVLuW6/6APbY4W3G229HWigfpgtknnn/vkmefPOPFs/s4Z9BGkVJAaUXwC+u2w1USuSRULs8pk+TsvCPFshM6Y4FIVILNbo0Qitvrq8LsNgYhJaayNCmi0Yx+xFiLrRxqjkzTUlBJY+mv9mQkj/Q5Olt8sjx9fsk333+fK5X5je9+m4uLC978dMtr56/x+hsPiHrBdIpKnRUpRNMgw8DLT4qBywcffMA3f+ef4NavUW06fvGnfolq5VhIPHh8v2ijWsf+dmZ++ZxpDMQAUpezRRIJUgl2VkoWg5acMRKElKjT2TX7GqMsxUBEok0h2nrvITu8n08lYsSozPqs42Z/w2q1xlUVU5wIeIyVSJ9Y5kQWCWUkdbfBNWuMLlZq7//e++X9j6U6aZsVX3jrHaa40FQVOI061U5CSkJK5SwtPMs8U9UOpCTFHkQkM5AR5HQCaqQh5GOJYP0MUS+fi4mUyPRzaXrGZblDU16FKOeT2jLo0mCdlxmjSsKfOu1eKUYk4Jciea6c4cHrTzjuez54/gkvj7f87Fe/ijGKe2c1b7654eXL51xfflxS90jM84KWHQLN/nYuVmCiQdNw3GdsU6HCSG07Ft8T4kJKvhjVB880zRhZznBGK5CCrDJWKfLs8SEwTCMuhULlSYKu6ximAaQiCcm3rg90rsEfj9xc3vDhy4rbeWan32XpZ757c+Dp+9/i27/3kn/jV36R9RdaEOW901oTk6dZ7/hff/3/5H/7xjdY0kP+8T/9Bi+55cf+23/Irnb8hT//K/y5P/dz3L9/H6U2NO0l4VkPKnN7eI7U4q5JLqNi9jPaGJxZk1IiHAG13DUyD9fX7HY75KmM01T4UGJKjRYgSlCa9JrsMrMM2Nry8vpF6fE0inleyMOMEpLb483Jl0KCDUQ1Yy38jb/51zFJ8pUv/Thf+NnHPHv2jPV6zXqr+NaLj3nr8Yqkyu9KvLIgFsQ0opwEETkeF6yp0Lqh2HEtBa1jQUhJTAGQper5UYt1kUKQfICsQRTNvtYGHe2JamIZxwEpHEklvBxx8pVCc0Snol+SphAu8yJZNw1fefKE3x4/RGfJeo7UuoV8RJvMm+s197aWl7e39Pv55O7Z4WOgrRsqJEZpxnkiIvAhovOAj5bsxxLQnFJJkPNlx1p1DaRCIO26DoBlWMjKMSnJ4XpPkppKVNjqFGKWRiKepnEs3vPi+ZFFTXzh8RfQMfPk4YGLqDh8/JzLW0+9bpCVRKZb3v+9b/ALP/YXiH7ENg1JlcH/0SfP+OjDT/iZt3+SP3j+AQ/bil0QvPnWY3am5pNnL/mtf/Kb/Pyf/TOsd+7EQ5y5t3tAioJV1eKc4eZ6xLYOa9VpIRsRIjPPI7W0CEqPz3tf6Ey2RdaSefZIqVjmwORhvT0HKdgfe1rVUA8anCGeGCx932OyQVQN8zxiZA2i7NjpKEn3G7S0fPOb3+bP/uyfYXPWUjvNj3/5Tdp2Rdec8+z2JebemrBMSNOBTPgQcA6kFOQc0LrG2RJWXdxoi/5Na4eSCzHE8lhRjgyfJcHvczGRci56EykkQjRo9YrO4RE5Y6TC1Q1LnBBC4k7GGlpVoAqJs3CjIC6lQbhfRn78p9/jdz74Dq2tUFpwmD5hHnuEyChbiJiVqXCmYpkHckhom5EqcXm4RQmJFTVWaULMjPNEu2qQWnDw5Qw0xgBxQKFwxqGUOHkS3ALgQ+Sj731CzrDb3iPmRMiBGMRdEzpETYgRV2+x54IPPviAy2VgtVrx5mbHGD3f1Qkdi/hOa8n9bs2cE//HB7/NVx+9wTAcqauKHC0Cx4+/9zYhL3zNvY4IivG45/xeQ6s1bz1+gqg8373+AzhEDleeqhZc7w/UVcfCQE6KpCOzT8whlJ6R2pV4SS1Z1SsO+x4hJA+fPGZ/OFC7ipQTUcykrJBWsm5aQpoQSLQtPhJGSPp+T8yRfjwS8Sx+QilJlvGurGtNw737O7SVHA+3/OrP/TLvfvFNHm4vsLVC6RLkvd8fmaaJi4sLjCmh07MfqdsGPweyLEgsMrL4WOhOYjmlpSuQETDI/EpK4ZjG5U72/sNcn5OJVHRICEkIM8aU3JthCqSUWYYJqSArhY6KFDSBeOcfJ0X513tPYxxRJPziWT/e8vpbj3jx9BlJKZCnPFqpkFkyjRPDMBLmEtKrpSHHyLEfmXNGW0XqF7It+M0SAy+vr3DOIE1BCXPOsER2u3Ux0Mhw2I8oZZmmiY+fPaduVjTdmnnsi5pUZBZfylXnHP1+ZImexScgULWWD589pekb7tXntG3LPb0BD06W0r1xFfM88/L3v813pebJg4fMy4LVRfX5+uuvM0w97aOKl1cjerViva6QWlB3HWO+5sX1FSjobwP3qw1TCBgEN8cjzlmkrFmWnnHqWZaZB/cj600HJjPEAVnLErsTE91qxTAVepc1dREL5oyqBCmrwlYpTv8nbp0nk/G+hBpIAyHO9MOB2+OepmlJEYQszHTrJL/0S/8KtXNsui05l5bHB9/9HtMYWZ9S4Od5RphYdFVLX/y8g0ZgC0NcKozV+CUQQjq5Vb1C6cotxoD8bDljn4+JhABMJrGgkyCmheMwg/BlhaGIw6ZlIVAk2jqVznNKBVbNSeBsS0YiI+jK0G5W/OK//iv8V3/9v6YJludXR2ptEUmyooLKEoMleEVSI9McUbYlLp7WrVFRIozHUDhujQvUjWOaRhprUVFiFbTbNX7xxTciRlLOfPvb3yFLQdOuTnIGj8wVWjmkFujsiyhRGCobaU5sgBgdbfcarz16DZBcv7zm6aefsDt/iHWGZBJmVTwM7EGT955P3n/KO6+/zZwCWUZsVdP3kWNfMYTEL/z8VxmGgdubiWEYuL6cEKYmxRklMw8e7ji/OMNVghA8Om+IUyISWHc7VLI024ZpPvLhtz7inXfe4f7DMw6X1xAi16NHSUOlBFoJstnRScvzZ1dYq7m86dkfPdudw2hTFiA8/dijnaK1HaDZDwtxKT2nmBKdqaHusFEitOGtdx9wmAbUeo1+ccXLq5HLl4G222IfGVabLT6NTKIYymgl8KMEPFIllpSoXMMSZoIwGAsGD2HG58J6jzmQmHFVdefI+sNcn4uJJIVEeo0SgpAWQk4FvcvFzlYIwzJnOJlh5BiJ6fsvMqWEFAXtU6dUvxAFt8cj3brirbcfcfPpNddXtyyuorUVRmnmJSCUoqost9OBxUfOthWisozDEe8zTlYE5tIsDInj1aFIv9EMhwO7TcfxeMQYczIcNHz88ccMU7rbFZQyFOHeAVVnlNSkk4x8XGaso5w7GoWdNfPk6bq2mEBKQXdxjxcv94g6MwxHln7kC6+/jqwNM7eYWnFz9ZxN0zGnkdkXr4rjp89I80SIjmnILHJkjkWJvFhFU+nidlRJQhzIc6LrGqwuui/vA/v5qiTB5yOqdtgc+Wff+E0e+S/x1htv0u8PRFszRIk0Fdf9NReV5+rmhvVuhQ+JtqsxtuHq+pOCzCqF1BZrIMbAMAwYY+5uYkmkmDBVg8wSP5UqxasjaR4Znw34/cjl5SVZRlKeuP/wNWa/oJ1Ci4YcKCUcJ1uwBHVbnwKri1d8WDwxFoT4VakXvEcgSPFHMEP2VUc9pkTKE8oUxnBVVYSwoGVFzqmUXjkTfRGBxRPhtJgrRpQyBOERKuNDoJINwzjxi3/+F/jt3/y/+Z//p1/nzcevUZ9VhBRJori5ZiLGKObFsz9c09UltlGoAoKEMNC1FVo7lpjwcWKJFtNULDFQ24o5eG4Oe/pjQfAePnrE1f4WLTRGa6ZxYX87EBBUjSOl8rpL+Fexaw7Bo1JCk3GqNJzX647DceTho3v4MPLo4Tk5Jna2nA+5b5iGmfk48enVgbSxrFYrro+3mK3kcITL1BO15HC8pG1bHj58SJUj5EBTGbyiBAOEgevra7quKe0ASvkjRHGyjTHTdQ273Ze4+d4Lfv97z3n73XewbsHIFbEfWRnFfhqYc6R1hhwlIc+EpfS4YoyIk95MmWJZlpO/E+/N88w0TRhbld7SuBB9IApPVWtUTvhxKZ53TlGvJKiZe6/d4+gHhEg4u2FZJvrDhNIaY4rpicgBSS6xp8tLTIlLLyXmTIHMMUh1asb+yJmfSEG2kezSnR5pt9shVdEjIWeMLfa8Umgq19yRW6uqOdlllTUhp1IPK1lBdrTtObuze7z99ruEcFJsZsF0gtmrpr4zHqlrhxRFQ6OUQZzCzKxTWCuR/b4CygAAIABJREFUupyzpFb4UPhyTdfinCvmHH2PzyOPn1xgakG3smhtTjE0CiUrtCo6HqEk2hb5R9ts0aqmqTcYe+qnKUHTVKRp4mK9RcVMY1rSmNnYjpWsWcuGs+6Mzm1BNfRZM0TFkCVms+XstdfZdPcge6xdaNZbthf3EcYxaM3sLEvlaJstKWq0qnF2hbYNUjukdrS6oRKOWlY0WsOyoFPi4Vv3uFmuef/5t5k6SV8lOG85WBinjHEdVbMlZcFms6Hp6jsWuNIaV5W8o6ophjY55zs/jqY1pDwVJoLQxTcwZJjBmoboHFVTs91uqduK8/MNUmvazZq6bVAi4oxgu25omqaMMSGQJ0a9PcWGamUR0hKzQ8saY1pyKkyIQmT9EWvIkjJ5AWMskw+AYH87kFKgcjU5KWIsKE3OiXGakOKEzkweZ3yJ4ciGOSwY7chRcDsfiLZCJsn9x494/OAhV09vWYeG3cMdUNxrNBIZIMWA1hU5KDIQYyk9hFAo3TL2PQmJUhIPhBgJPjKOPU8/fcEwJ157dAHCMB6HwgusMiLBuB/QdbEcO+5HZD75cfsZWFDa0o8zUTboSrNkz/G4R+BoReKtRxuG64GXV9cM00hz9gSrErGFVa6IfiL5hXg5EYUhW8laGPo2s+6esB97NkJhlKIzkoxiGAfiEvGiROqUsGpJHBWuKfZYuIkcJoYw0dkin5cpk8bAV97+CZ5+8gnjBwOvvXFOzJIHZ/e5mj4mLp7jdeQ4yyKwU4ppfpW7q8k5IaXicDVQVRZ90gz1hx7jDGtn8cuemxcH5ikAGt/sqNsCtlyNI0ZAtet486s/xpAO5KPEU/w3coYYE+Rwp2vbX43UdV10SMJipCksihCQWhDCjDSCubiBkeOfrkL2//9LfF+iXVXV3c26BqRCGYmpIBFP0YgOqSERSASigKwT2XiMU0Q8QiVWF0Xrkq1AOsUv/covEohc7Y9MfUQkSw4KkRRONxAlRldFISkMgiJOM8bhl4htHcJKprQQKF97IguKJSQ22+6uz2KtJqWAsZab4wFqi64swzwhtMLVdQniIhNTwqdIzAntLEkAWlKvWowVIALTfEQ6xb0nD+h2K2ytcGcdMQmEgmEeiHiyiARmnM6IMPFQOO7bhvvNisaVlb/3nmnoWTU1m1VDXVUnv+6C+9xe3UIsIWAxC+puVWhCpihgsxRcj3sOw4EnTx7z0Xc+5NOnzzGuop897W6D7RpwhtVmDVIQc8JWiqoxCPXK+TQUIqwfmZcBYyVn5xu0iGgyYRpRMVIrzaauSSH+P9S9S6wl6Zqe9fz3iFiXfcvKzKpTdS7dx902hsYSaoNAFg1DbAEDkNtYiAGSpyBkgXqGEAzMBA+QAEuWaGDQ2ExAYoQEniFhN8YWYNyy+3ZudcnMfVkrVsR/Z/BF7jqWTHe11I3qhFSq3JkrV+5cGX/83/997/u8tNQY7cRhfwXW8eF3vs3cG9o77BgI04i2iq5EHUFT0CSndpqmZ+GzMY6cq/DUlUF48lVQ1aMj7IJkKX3F6+uxI21y99baMwAFQJuRTpNOTM5oLQfV0gtFLRhvcFoTV7fJhwrWydkjN4V7FBTTO9NAK37mn/ouv3j4M/zVX/4rDJ89cPfihv1egriMsuyGA0ueRZKkoLbI6akxjUHavBew1TGGkf2wh6iZvOfT8+fcvnyB6o3T6ZGbmxt5GiJnv7VmnuZM0IFzXGjGUMzGCDCa1huKzrCbxIwYAstllo+meYweqSmC7eA0+3FHSu9Y68AYHDMzXGmxQ/hAU42UNMEf+ZGOjGZgUo3l7RkfLLvBkrUhpwXnKtZniohIJAS733NeYGREN8s8zxijOOWZm+MVQxiYxkJeMvPpkT/yM9/ii/tPWfItZtBYNZKXBBpqemC/38sCXpb3fwgaC6pLTE8PWOM2S76irZYYK7tpwHRBIetSUD2xnjPz04my73z48WvSrmNvHXYINAXWW2oCY2XnGbfFX1Ol6fqcydSIkkPVO6XIfLL1RlwWwu5IKZ32kxbG3FUn9xXtNFqFZ9m+2/BbzluMMsyXi8hvnMNqTUtyQG+toAyAQuWw5YBq0IZlEQ1Xy421rHz0yS1/5s/+y/w3v/xXWD898Z1vfwjWsTOW2hLJBIwJmw25ktIsmj6r6XSWS2RZV6bRY4eRp/LI6fwOdzjIE1Rrnp6eqHQ5fz0ZVFJM1pJLFw54Vzxm+b61UcynJ168eMFlOYO2NKOJVSg/wVsqK1UVrgk4awmDJQ9X5LRN4M2RliKuO2rrqKfMEHZ8oRUey7wsaO8wg2NezigPow88nWZKq0Q3UmvGGE1tmaCuOb0t5CGzP3rS6kgpcbgaOJ8KOUXiKgY+2FjzubM+nri6uSPHgq6duJzpzVB8ZZomLqsMoVNKEqW5qd9776QlolvHNUhNYZ3m/PDAWWnGNtCNJdfErGeKhqsXtywT2KNEaZa4orWF3GlKRKtWaS4NulJgNT01WhcLSNsSFEGs5iUJpNNqTV6ElfF7cFF8PRaS6h1LpeZE1hVtJB/Jqvq85ZaWNpiI1LI+AIgR0Gglw8zuaL39AyJXTCM36WPOaiVMjg9/7mP+/H/wb/Ppr33G3/jrf52np085DAeW1rB7ReuFlJOA6neRRKLojDd7/F5KthiXLUEDjB4weuTFqw+4zJklRXJciQ8VrTOpWWx3TGNAm0rMFe8PpBQZvMftR0Z3gBK49MK6NO6GW2xXzPWJVguD86ylMoUrtPWoFBmC4d1nb4klEgbP3avX5PsIulKsp+0tfu58+EKc/lXDtWqkmtBFc3u94/HxniVHbm5uKHXF64C3nRgLXa1U43GT4WE+0efGjb/i/vHE8SCNEuccuJGru1d88cN76mp48dFL6lhJKvH09ETKBrVWdJvQCsadZY2PoioA1l7QeiDPkUJj2g0cdwN5MUIyWsSEh1H0dOHDD19z8zPfIFkFImmk6krpAvAEhVZgjKK1KikUW26VNBIgsT7nyeacMNptjmyD1V7Ohz9p7e+O2gg1DWu+bGuXVpHQMQVduGoog3WKmFYMjkaBrvHek6tBq/5MnVmiwNudl7p4aZmuMk3PDLeab/78J3z8j3/MZz/4Ib/2f/06v/p//h3q48zHH3+MMYLkVX0SH02fZOcsouBWSmYT59OCNZ7e4fPP33C8uaalArpRasEqjTKN1FbqqdAxoEXBoXQl5Qs9R+LaqSWz10ba2jqTWkNRZK5RGsfrF1zWE4EDkCU3ikIwnt5AaUvbe+qy4p2hXKIMmdV7Lt7AsswMzlF0pffGBy9f8PDunhgju/0ENGlm7K5Y15XzUgg+CMv89CjtZG/IrRK8nPPend8Q7IDVhfPDF9y+fkFrjXVdGUdJi885U3IhxripEAytibIjr4VaGrpDXSL0RinCUkjLhZIVtSPVwctrrn/2Y5KpMu/LK2WN2P2AtU5mkTWhaqfmKG1vDMY7tBFdoKqdbjxrahtwp3McgzywS8LY9iza/arX12IhKaUwzkpJ1iq1RDqNWuUvOo0HWsr4/UBcm7S2k8ySoBFzptUVrT1FKayCdLlgFFhjULXRa8EpaC1RTOEpKR7awjBMXP/MN/gTf+yb/NwP/xj/8S/9BW6vr5mGQcg+RXNeF4LdiQ2ciZahWrsFmGWcmwhhZHSe0+NbCdxKMKiANpqns5js9KTpWHKpVP2EwtK7YWwC2DfGoXqglUbLneN0ZDH3m1XaEtYBpw35IdIsDJPmDCyPK3effEDVMLpI2A+k9cKL3Y7HyxPv7j/HeyvDWN2pseAGj3NiVQl7j7We3BTWBiYH++nAfnfkcV4JzuG39j1aqoPHS6Ybi1WwswHbDUsplJ55fPOAHwbWUtFLZ3AaowaUSVRVuX9zz+64o9bGOc507TidHlC5sp4iHxwnXIESJnZBE+cLdj/xwUefUPaGPlb6IL41VwJuGum1YnBoZSUGVEs8au0VYzpQMa6TU5XOZM5S4dBRVgbSdE/Nwmevum/n3K92fS0WEr1R8gV6l9SALZUPA0Fb5vODQAmbwlsj1vRh2AihbeuyGYz2lFJYY0TjMF4aGM6J2lerjLGdklec3aOtxqKoZeXxPtJy4cXdK4zx9KaxRihFLnhijig6GNndtAqUDN7tiHXB+wMtFfTgpRzZSKcKx7S7xvqBNZ/RztBSxWqNs57WNO280JvMt3pLOOuYwsDgNbpM0BQ1N2IthHEgl8I47cnxiVu3Y71NnB8/52685epwh1GW2Cw7e2R6PZCTJsXGECq1F8bdkXP8Asseuue4kzAC460EGtgdYRB37F245vJ0IsWV/Y14i7QZoHqudje0mgUR7Dz7sJOmUc1oBqbB0zSgGjElqRS8Ixj9zP8bhoHT+YJzlqpAT47h+gbjHCknyqUSrifaEcpNRx0NddcEKawQtX8XhQp0Sk1YY7FWZoDB7oWp3grrkvBeYjVVc/QtzKDVJrlOyLyw9gJUjP3qgruvx0JCoaoVELvqtCLlmfOTJJrbiXWJ+FrIJW4zCDb1rqL2CN1Ss3S8grekuNCadP/WVWimvQmGyZhAyxFtHev6xLoWtK1chSPvHn7ENGn0IAy2NUmmbU4Vax01Z9JSYCgb6UhCqhoX0AWVoyB/tSHnlbfzO7TzuDKQUmbYBdAZ3TTz4yPWBo7jxDwvtFgJylEx9L5y6YpSIwaDUYZcCzcFBm3R6yN3txNvvrjHmwEfNDssD29+i/3+Gt09pkMvsN85so9UrLhGa2GyR3KKGFOFLYGit4JzFrwnK5nsKxJKF5yH9eEk1obW8YPmZGY0neEgaulBeYwGZTWX+YTVllM8Ya1UHbkIXN95T28yfD2dToy7iUFr7i9nUs6UDwfGD255aRzm2olbdjdQCsReyU0+F01B6URMC8YNz+cjVSulyo5UWgG13S9Wuq+KjraykOU+M5uXakWpLa3USHv+q15fi4XU6XRTsINCG4/pGud2zLNYm7UVNLFzDls8MUbGgxdZSa1YNzyzHbTypHRBOc3OjKzryrQbiTHS+DHqJpGmNNprJu2xNaJq4eMPv4VqFe8cqlUG7+Qwv4PdwbLMoPAoK7Ovp6cnXMroJpmnd8c9P3h8QA2GyQXWlqml01LGVE+bMyddOFx/iOUBc47MNVFLEflMH/HGszZBk7VHSTJXuXK8HsnnjO4Zrzx6CXzzg495Os0on9DG8tHtt/j000+5uvKcT+9wOhCCjAaW1TFN4pMaVWHFcnN9w9unN0z7HRUZnLoeBNXVO6kmqm0MwdLOmavRsh9GUsu0PhPGAUunaclCKsC+G/CeU1z5YLqme0tRHd8K6/rEbrcj2MDTfGbcTVyqKPB1M7iuCHeBYdRcVIU1Y72nx5m09GdmR6uRFIvMHJ00l7TpKFXFSqIk98g7R6kRZ5XgsJUV1UJTiP2v0VulYXFW8ntVz5iitpTzr3Z9LRbSj1+5njdWMyiTSGVl2qbsrXa0gXESzd370uA9dKP1jtEJ1RtOB5ZFQn5r7TgXqD+WCWr1jpLKcyZtVwpjBykRmsL5gd4K6VJQTaGNZj5HQBLPa+UZfj+NA5c1MnhHVgrVIa+Z1ApLSsS10qri4fEtdX/D3h9p82+gXOWzz9/RYqNm6cxdhSPUhlGW9bIwDLeUUrjbHfjN7xV2w8h6kTRy537AT//0d9BDY+ccX3z6DqcSp1Pi8e1nWGsJfuLxwYMq5A75sO2kOTEdduSkeXHzMaVWjJOUhstyJi0r83xGq8BpjZSS6BN4pUhL4mZ/veVQyaAcrUkbiP6iMv2yMlbFySemDqEJhDI4T7ksxBDZ7T25LpT4iHGBNSeSilvma6E5hWqdUrO0rY2ASnLthNEyKENrgl92NmxEoAOoTO+y4ygtnjNBRifWODOESc57SpFTZLebBAipCto22c2N+clbSIovUwdK619m+ATRSZ2eZqZpIkYJ+9VaY4P8oy9LQrX+/FeOaaE3g+pKzhxdkWLeZCHtSz4eooLuRdOqYzCdrhpKWx4e33J1dYXqHdMNaPDOP0dattZw9ktYfgmOlGXYt6SI6prRT/zw/i3n00xOncsl8ua+8+t/59d4Os380Q93HK8mKANRNayxXGJhnCYeH99yexNQ+4E5ZbSW8rQoRWwJnCKVwpIW/ubf/lt03/j4w1vyJTGFxOVykQVxuXC4OtLfiRYxlcKn6ovN1lG5vrvme9/7jJvbK5QREo9xlunomOeFmBLn0xNVC8TSVUdzCqc6b8s9d3c3EtKm8vPDjA4mruSYsdpB9VTbqE1iQ0spTNOE9yPzugifsDlR16eGcgGlLZd1IbeG7YJGRiuMFr9Xa4265Oc8I5lHKXpvGFPorZJLIqZG2FgMWjlssHgn5V/rhRKllF3Wmd6znJ2UQTX1bIf5qtfXYiF1NFqNjINHjFViAx6Uk/QDsydeKtN0TXOSzK2yGO+CU5yfTlugsKOGsp1nhNqTUiLXhjZ6w0kh7XWzhXMpjfKK3i29Fb7znVf8zfs35Fw47kfeXQrGOpQesCaRSueyLBS9EpplPE5cTp3Dy2uUMoQ204ynohhwmOOefKqYU2P8wPPy1c/ww88e+L9/4+9R391zCB9ybCOHuyNXu4nf/nTitz99wP0g4tH87LXj1CPfGxJ/6NoTS0Qpw224I9nCQ3ngpbpi/rxzfXjJfJlJ0Yi0KSScBeUcVWlGzLPdA2+4PEWMMXzv6TNsazzOT5zKwsMpkarGtwBjYTSNq/2e8IHl+mrH3luGNpDWlXEa0GHCa4cuDdsVKmxRoLExoBi2akCPitoytS2s2TGOEjpmc2fundYtQ1eM3jKXzF47+Syr0J3o8vCigbaFIQzyYKvgvaE16D3ju8XpAXQTuZgytJZpWQbaSilKVVhjqbVgjEcbWUSXeSX4Tqn9951r9wd/dUVvltqQqX2ucj7YkgPeP3WW9VECgL0VMmvOxFjQaoQOy6UyjY4UZ3J+RzFhs3LL00cyhILUzb1grPwZqgVMd4DBesdliy+Z14VGQaNJW0C0MYbDcceSL7KgvWXcOdb4yBobg5aPdF4ulN7ozRFVg7sbXt7swO148dEn6OtrPn36HOLAqAf63nFukevWGThzToncFf/bpxUVIx+MO371+2de3Lzg/u0DKgS8C8RY+eCjO3HNziO3VqMIPJzPNC786O0jL6/u0E3zxekdxhhevXrF6AZhNZRGzpH1svCj8xu+//iWH33vLd12RmO4/vA1vUZGZ/gp+4q4nqg3B9COnBTrUpmMZ11WbFekLrb/UhS9GzCKy7oCGtUUHUOtHms783xCa8394xvs1Uhn5eqDF6AFI7zGSKE8p6KXmnEuEILndHokpy23Kka0bqQov150xFiN0p1eJUO2liYBAE1mlMGPm09JtHZghNsRDrQapVT8SSvtUJmmvqCbzGUVQGHtmdMStuaAo9WG0u9jHhV9O++U3tD2HSAtzrje0LvAHJ3x9N4IPjCNYpirRdGU2iQiFa013j2SmyLVziff+hbj7m/jhwBUnAfvNb0XnBufOQUpVpzVWK3otgIKH6x0hlKhrZnaG9oFzCARkcMwcDjst3r9Y74dP+H+3RsO1XEqC+v5xDdfH/nud/8o0zRRl0g/dea0sJAZdKHmxk9/42MuSH5RvKx8sZ4oKVFU5x0zWo3UbMUVWhKfromyZL51c826Jn70o8/wyj2nxxejsHScCdzur9DfDPzhn/sud0fHzdVrfutHv8HpcuJwM+G0IteF3dWZpgt2uOV8SiwpsjseUNaQo0ZhWVNhf3hFKXU700as8eSmebg/CSRTW4a7O3JaGAaNv7WkkmlaYkhr7s/6Sxs8MV24XM44F+Q8drkwTRMpFayZsCaQ+yKyIBQxJax1uOBp2zka2Mq5Kkr+suLduO1cDZB7pbWfsNKOrqQTpqyUYL3jrOju3gNCrLV4J6XA5XLBByU8OquxOlBqotaMdprA9YblEjhhb4peFSFI56/WSi3mmeCqq5ba2Btevpby57IsDKPDGnnyayNlosjwOwfrKBuvja5wbsRZyzB4Sl0Yp4mny8I0GiYb8EjDw+SIQ/HRPvCgFVfXR/gisdcBtTP88N0Dh1xxq2JqmofXE3d9z6thR80r56eZkgpOTVzqTHh9zT9qf5a3X7yh18rrK8/TQ6bVwDQNdHVhyYWw2+MQI92yLAzT9HzejF5hcqU8PbI7/BT1g8DNy1uO3lEvZ9Jx4mpUJF1JceX2+oZ1aXz0jVc46wj7PaEWqlGSceQ7pXTu7m5odPbHA+uStqR2zX7/gt14x5s3b+g9sbu7ZecsX6w/YjhcU7t4vlRvz6mJonYR+ZfbeVqXc9kwBjqJcTgILHRZCWGiF2ldT3uZkXU0w+69hhIsUun4IC3wWjO1Zpy3knJu7U9eadeVphSP0UIhlUOkdOhSqfReWJdFVNrGsTsEam7PGKi5RNYovpYyn+ldoZQh82UiuTGGmuTDAqhJ1BPWamLOeD+gGozHiU9+6pv89q99n8KeazdSF41SlskGntKFeV1wgwxks2oYb4i1oJviab4Q40JaGrfTDWueGcaB4Ay9Lbw7nzYz4I4Pd5559LTB8tlnX4gj1g/Mb5/4bbtQS+f1uuehdbL3HPdXeO8JzuMPR/b9gK6VUiIvjxO1Voa7Eb3LnB/PKANKG3ajoZSF7keWeqFosXcbC7UVRjOivCJ8dMvdB7fc3Vr8qFljYQ6Vw9Gz6xptO73vt4O4BR1oXfPm/pFh9FxNR0pJ5L6DmpnCNTlVHt+dtweOtK5z2SApk+ESVx5PnxHDjjIG1ODISyRfCi4IL10oU4ZcRZ0ea8QGLVXDNu+qapb3D9BUlda2UqRVobCCBzuV5zNiVGmDWArd1ZlAb03CrOnikP5JkwhppdntDuKhRwSEpVSRcVjRad1cHSTSJSVSOqNbwFpZHHpSBC2wimF0W25pp9OJaeawvyLGjDFKGg6A96JcRlUGb8lJMlz10PjuH/o2v/V3f4OYLujpVvh28yqBaCWRc0S5jnVsVE9N7Y01y/SerjHe0Hsix4RSgd1ODIpP8xljDJfzA7vpwDQ4VDDo8JLPP39DzifuXnrZRbsMMQcTSFlzzis2Ka52e9bTI0pXrm52LO+2RMFaULlzHA+MduJ0nlmWhbu7O6y1vH17zwcffMC7d+/Q1qF05XC8FrFmsOxuDty9vGUfKrFe6K1gnGCLhhDoWhje437H6PdSJQTH4XC1AfYF6JJSxhux1zvnGLZoy1Qk8lIpizKdqgphcnQtAWO7ww43OGqHwU3EEqmbcrTW8lzOvbfc/Dj4vvUolc22g9Fl8Wj9Zf6wc27baRRLWkQ9AzKQbV7Qyt7TkHLy93J9LRZS75WYH+itUYlos8P5gO0TKSVccJwfz4TJgKoondFdo5ScX1g6uWSGwZM7GK3FTmAq19cHHh8fGYZxKw/E+1RJKN0J3tNTxRrhrqEqV9d7Ss2MLoARf4o2hthn/MEwRofJRrpHuhFzwoeJdRVwJM1JeJUSgx+qkdJKinA4HGi9450mp4UQBs5x5urFDWY0TG6HtY4f/uBTkRi5lZgrrQcuT2d2aofOBqUbVWdimxnMRMqJXDJPXxSUPrPkzO2rV9Qq3LdhGLi7GzEmcns7YKzHWLi9OzKEPcoqzOiYDiNLfqCaJueTOeJHT6du0qAEym/jiEijUiuEMNJqoZSKdZXz+ZHd7iWlrYzTCEgerzbQasVkg8sSZ8OxM58v3B5fCqZLr+TeGQ+e+ZTkvFgr6HkD3lesvfkHyv6cZfZorJPFyiC6xT5jjZWg6nYh1wsg0EjoWKdJaZXsXAXzZWZ3OOK8ov9+B439QV8yQ4poFLFAqStKidLAGIeK4CykVLdOiwGXybWgGvRi6VqzxBWLotdGr43aYb1Eeq+kKLtb753eKlhDLpWUF0rVWG3odUZZx+72moee+PTzt1yFPck+0WpmXTMhjOz6xFJmFIaUhS19Pl1w3nBeZ7wtUJH0ujEQrCNH4ZbXItN16weZQbWCNx5yxQOvbkZq60w/9Zq3948sbxK2Gy41ErRnOAbePd5DN1xdT4xmJ6yD5rmcC84pdruBNEcevrjHODlzzvNMzp7gG7e3E9PNFWGQzNz9IdB1p3vFmp9I5YE1nmlFMY4NjwXtuDw84DWYXplXze44oAFnoKQNUaw9MUmySExSSsWYJVPKKJb5zDiOPC2RWCPKG8w6MdeZ6juhVmIV893lnAnesFxOYk+vwlOgW5bL4xYZI5BI5ye67dR6oeaOtZXGCspScoSS0UqBMrTNGK6d4/xwoXeDP4xbFIwmbsn0P3E2CqXEXGWUxtn987bd3odM9441Bq3WZ3l7qhm7tcUrkaZEQ+WtlfgV42lbt4g+yCFTi95OGY3SHpTCWgM2SXmXM1OvWOBP/pM/z9/9+78J2jGvBWtgGDy1Fnny6UF4EWFHZQEadesI9d5JUYx5tUnJd5h25FbJMeOcpWGe/ysq0nImOMdSzvTaeP36FS9eTvANcMpTlGU9Z0pMvLgd0c6T0srVzZHWCy9fvuR8PtFLZVkWXr3+EIBUFilXWuPVh68J48hwGLl+9SExLThnMAHmp0eUatS1gCo4p5+V1G6Uz89pmek457DBoJ2iUqh0UkmSEB+jCH6tFi3kwaH7gdFMnJ4e8NMVqVaOhyP3T/doY1nqiavbnQhV23aOUZ1hcNRc0EptYdCGWrZGQH2JNpvoNDdSac/ATTNEYXdjaP0JBRjrodnN2LcNXFuT0G+lyD2iUOzHPWVRrHn9Pd3DX4uF1LvIbUqHUuKzHs4aJ4HLTVNKxgeoWzJ1UW3z2Ges8htFFZqReVTJorCW9RNoBWItgMEYQ6pyqLTW4NSO+bJgtWHxGt8s3/j2T/P548pv/v3f4PWrl1jrQJXnfwDnjZRNpzfYwQANVTvBbTSj3sU63RvBOu7m9liOAAAgAElEQVSfHvEhYL0jpiSJDyqh3UCPlU5nvqwM+5H1ElljRlfQYyPlgt8fefXBkeU8c3U8knNmXTy73UgtjiWdubobGaaRd+/ebVwCw/HqhUiFQsCEge4Mfneg6JmYz+Sm6KulkLG1U3JEqYFxmGjVoFpnXRPKuGcV97JmGe4GSW7PrdJ1J7fMmld2w34D1WtImpjvSe0dFodqirQuvL2s+NHjBkPJnXA1scSI2mJicsvorNGIKsNYTcmiyG49glpoXaJQpbU+0FsjlxXrtxAAFMHtqbnQqqK3irFe9Jlb6sn74LrWhSr17v5zpmnaTH9/AKXdFjT2N4Af9N7/lFLqO8CvALfA/w786733pJQKwH8F/BPAW+BP995/83dbSIoBdMYOsjNYY4jLeduZFE01lmKwXg6pNL0FVVUmI4so5iQW7yozhFyQFO0k/AMfDtTaoRssA0oLr+3xKaJNkK5gCWQ6L775kj9+8Pyt/+P/YXAr4YMJPYD1htLEANZ6ApVlMo6Vrk/smNHQTGd3vaeVLjvS4YDXEnGv6ehsCC3A3HDWYY0h906Zpfs3Lwlqw2uFUZ78tJD2WRgPOVJyBytaMmzDNUvJmtNT5Op4JwkrqpFVR2tDaWBcwDnD+f4tYacpm+RKrV+a8MhgvCGnTleVuqYt0kZaxi1F7u/veXH3R1hPmWwS2soZxu4naeL0hlLCZ3e14rVFB8OyXOQhSAGvaTkR50zxhsM4UZQR3V5XODtuD0pFq4r5vGKtzAXlfjyht7RBY4zwH5yi0lHVQe+iedxoTalWgtU01TBOjIkArWYuaRVA5JZXnJNEr/5BDWT/LSTy8rh9/ReA/6T3/itKqf8c+DeB/2z7/33v/btKqV/cXvenf6c3NlozjgGU1PPeylC2adHalVLotWKNo/W6HRRh2rR4uVW6AudHqJbaRLBozWYv9l5eVyJa+a01CtoYclkZBmGoQcWOhlY62nqup5d8+I2X5CURc+Uw7cm1io+owjTtqfXE/f07Pnr94bYLzTw9nZmmgXVd8E4cm52BWDWTDxjnJbbEKLzzpBLlaakabm+pFXpKKKNI3WBUw9DRtXK5zGi9UJqoLJ7mM6YHXJIZyzB61vXCi1cvuKwLOmtU0bjRscwrzhusduT4RK8Fbw12b9DOUuvKsBP6au2NJUaaLRjnqC1znldOl4XcZLDpQ5C51Npwzj1z6Zzd04om7I60uvDu4R4bPLfXB06nE9qAdxbPwMOa8bvG/vpAtI2aE8qKSj/nSO+KEMLzeejLTp2MSbwXW7gymlSyWDS60IaFC7F1aYOhphVtpXFSW34GofhgQfkv70flpdv3+93+Vkp9DPxJ4D8C/h0lf5t/HvjXtpf8MvDvIwvpX9p+DPDfAf+pUkr9TjmyrTfm+Qwq4bfDce+dmORDeP917wpjZS6kaibltAV+GeomBfJ7g0HIMKbLP64378utIgisqglBZgilFIK39C6mwJwe0c5yWheU0fzT/+zP8z/9j/8L83IhTBq6pfdCptNrx+88oe14nGcO047eDMsl0vsqnIE2MPgD86libCWVhO5gTRPpU1dMo6GUjDaa2DTWeWLKtFxx3bPEzDSMPCwZayTlTy+VJUsZXMdKKKCdJT09YIzCeIUfPZdzZrgaiZdCa2d6d0DDjwOtVJZ5wbkv5VhpXelRy+fZKl0ZnBupOfN0+pzbuw8YxxHrhfqjjKbWLdxtGAGI84XWOldXB07nlYZlWQvrpWPUxDQFqoOHh3eUsXH94gXnfKHWTgBKVduMUG1Az7SxFmShvm9v11qf41GtN1vZV0S7qRWidlHbvdMIdiLXLiVh0xKq5gwKy3JZhDPfO8qnzdv0+1/a/UXg3wUO29d3wMOWaA6SZP6N7cffAL63LYCilHrcXv/mx99QKfXngD8H8NHrW8LgaEVjtt0E1bE6k2JhnERP5azc7LorlPaMOykpSjpJVIsD10Sa47RCa4cz4l9yzqF0xCgJR17SilINP1Zq0UBHW0iZzWg3Y5XmO9/9Bt/+wx/yxY8WctHsrWeyI5+fHp7r60BAdcUyJ/wg56Dt70iMoiYYx4GynLBGzlOuG1TueAODcjTnOF9m9tahm6e2gh0mfNXs/IjWMPqJTCGWjBlG6tzxyAF6f3tg2nmsFu7CkkSZMe4VzV2IOTH5Ee2gKk2NMFrPITiWmDjNjxyPe1Cd89I4DGIFj3Glr53LvPLu7ROH/Q3WDLRWxbWMRGOmUiins9i3VdhC2CAERwhOzlIloqzl7dMDgwkUEzi8HllZ8D3gvCHVSs0arQy1G7yzaCMAHE2la4UyCloT7Z0fAEWi0ksR5QOZdak4OwJNPvNuJK1cZYyyGLOXki8mNJowOOKlMIY9rcTfE0EIvsJCUkr9KeDz3vuvKqV+4f1P/0Ne2r/Cr335E73/JeAvAfxj/8i3O12eIiLhyeRctthLy7qmjZqZnyXzaisDxaU6UluRkqSJFV2h6V3UD85J18qaYWPoFdn5mkXXcSPNbPMJD+dLxoe9AEGC4p/7hT/Bf/lf/Ld4DmSTscbLjbHxqoHn0qaW5flrYwyP92+4LIq7uzvCoMj1xLquJOM57g9kCjlukBSlGI2cwa7GCbRijhes9ZRSWZPU/dZO6Gw46iO6indHrY3UEvtXe5SC/W7AGQ2uktuM8YrddCtDZyNosdKhVxGDWjeScqf1wqQsl/t7MSQOmvUS+fSLzyXSRTVaL6j+ZZnVe6W1wm53ENepchiveLc8EbY5z3l+oraV6bCnk1h6kV3cfoQZx20+JK/VvK9AKq1XaBpjLL06jHNobUAV7Dg8l5PH4T2/LtGMxAIZo1BdJGFGi1FSaVmkjUgHfFB0FlqFMDisbfSuRfT6+1za/TPAv6iU+heAATkj/UXgWillt13pY+CH2+u/D3wCfF8pZYErJN38//MSX0+G1llX8d/IEDMBYHQgeNlZxA+EfJjbtXEWaVTikjBK8o9arYzj+Pw+NTW8h17LpuR29LaIhF4LxSdt6QSlRcJot5SIwGA18+nM7cuXYCw9yqJeluU5Xd0YQ1zl52mVjMD93ztpx8EzTSNhMpS4cn9+4LgfKA3IlcM40UwnxcySsujDQtiAlxUVJLXDAk1XpsOIygrTI9ZrjIc3b75gGD3eGq6OexqGMEq0zP39WzlQB49xhpIKqhmcG1hioleFsZ5LuhB7JrfK5f6CH4IMmDcS6Tyf2B93KKWY55m2PQRiEtW8Gw5igwl7yGWzKmg6mlZl1JGN7Io5y/eAUtQkBj5rNJKq1wWl1baHZlM01aEqaq7ProBaK6dlfb7xvRnJOdEpqOaeX2PMlhjSC6nI75ezl8Y6R84rJV/wVpPyNm/8itdXSTX/JeCX5IZVvwD8+d77n1VK/VXgX0E6d/8G8N9vv+V/2L7+X7df/59/p/ORvK/G2R3aCJ1UXK2VFirn85nd4GlK0SsMfqDmDFW+dfEUyYfScsFUzTh6oNOVkYm8lcW6C5ZGpxtDb4nSV4xVlDpglUUZyyG8/9CNdNL0jpI1wzAwV02LHY04Na2x3FyNpHVlnmdG51ljwTiPcQ1tFG4W0KCzlpKhxEyrFetGrq+OnJ8eGAZLtZrYFZ89fM7gA60kvHPU3JiGHRYl5E9tWWcJOb4/zyjgcAOmHrkKO+5bkYCuYHmaL+yGK2q3dKd5eb0n5oVYTih7I7bywXE6P9GtoinLPC+42rDWg2kcguQ2DW5iN2jaBum8rFLC2t2Bx/PMftphe2DyAesUPhxYzyvhKLtGCIHLbLg8CZ+w6Yz3ElDwvhXdO9uO4eRmriu9CvVHG0vXBqPNptp/LxDOAsRxB1oWr1LLFm8mdBdKUm8NyNu5S8put8WEvl9MvWqGcEAbqBJ7S+v//yT2/XvAryil/kPgbwJ/efv5vwz810qpv4fsRL/4u71R75XaLtTeUMiN7L2nlYK3lrSu1FoJfmI+R4JzrFWe/MYZdNnRtxnOblBcLjPWWpb14RlC2HsndcN7ZXxv0rjoDVqv5CJt1Zyl07eu0hrejRNda6qJ5Hcr7U4TFRg9kVPGtk5tGT961rwyWUcrmRQz1mrCIFKa2jLH45E1L6zzBe89RouZ+XQ6EcJIzgsWS1Ne8GRKmNmXHFFVUx8VdVloTVGVDAyDcXzxRuGM5bJ28KJSv8yV/X5Cc8Hj8MZzuczktpJKxERp9y7nVQS8vdMQY15pVcinxlA6LCkSxoHLppS+XC68cJ5BK9YsZ4z1smCDFqb2rLAH4XA721mXE/QK3WG05nxaqKFgwkjNGjaLulJKrA6tsSxCbeq9yXwEhXZCSq2t0VshpoI2jdqAIpQpjRbkGo1eFEYP5Fw4HKRUV2yq/y5VyvsmC8oQYwYa1geMlu/1q16/p4XUe/9rwF/bfvzrwB//h7xmBf7V38v7yvC1ozQCVXRKZEJdBnKlVqwWB+Q47tAdgreSM6tgmo7P2Tq9d8IwUmpmmobnAapSGqMtVilyq1gspSaM1jhVgL6pmrdhsNVY61EUMA4CvHn7KZ98+yOUUpzPIvlxwdJhIw5doL5PYleAJeVMLo39fi+xMFVhgxe/jFZ4N9BUwY8DT49nuhuoqTI5CZt2g2VeI04HTPNguvR+1e6ZR+H3kGLmvFQmozBaBJuPjydKrbw6vKK2lcuSOFxN9JjRzVCyiIC1kbPDclkZxx3NyAB0TZHWFYfrK4mwaYpmGy0vxBix3hGmUaRI1jG4gbVmJntkyQ3jHPPpgWEY5fyIAPibks+nlCzpfKZs0ac8q8S1dvRWKa1t6RVyr0jLW5T377kMxkgifKMjT8oONEDhbMC7gZzTNocSKtT76/3wP5cv37/XIl3THwuz+92ur4WyQaHwZiSlCCZSW8N7T03ylHovfTe2SMasMahVMTmZNy3l+zI7Ggwdx7xeMFahqto6gIKlxco/SksJNiKnswGP2UDxWy4OcugGUGpCuQE3HVle3rBiCGujKmFfa18xDS6XE34wzEoGeVoNKD9guGCA3BqpFHIpGCu7bleKp/OJ1hPjtBfzmcksMZKqWA7OF1BN4YwiXUUGJ0PJwyCMBK8tvShY4HDcsR8GSslAJBchjS7rI25wnC+VJZ6ZDp5k7jkvZ2qrHHYHlFK8e/eWg0s8nWc+/uYnqNXxdJ4pqnM+PXLz+op5vnD97VvKSZgJKSV+6pNv0ZXiMUa6M2gfST1ybmf68kjXu01gmlmWRYS7RtGoNGaMkXlg7fLQM9pgjaVVJPN22FFKBT1I9muS9vfhcEttkZIKuIhSGqUV3t6SYqXkTLUJEF5HR1ObVB/WymIqm2+pbcl+wiJQ24PwJ2whyRxp00Qhnameypbg1zZ7uSTqKRxLUugmwlAx542iKsgN2zNeB1qWWI+YZfBmtKPETF5XlO6kIr83r4Xck4Apt7h7CSSrlNzo+8zYPEdueN0+p80rWRtMsfQVLpcF6w3jcGTNCdUUl+WM1ivrAoO+QrVGGDR1nnFGGiHeaJbTTN6A/8uciTGhTBV9mXME76hFojyd07heUUuS4Gh7EI2i1pjg8S6DiuSeMN7RqsKokWnQ0rypjdwztWjWt5dtVwCjHfPjPc6PhLBjWSvLmvn8zT0pZ7QCN0wcpivUaji6a9bzijcBVRS1FObhglIGj2MyA0U1Sk6MLpDCRGoN5x3LKdKaqBFUAeMbOV6o64r1ThahNtS8UpKUeNo51qcnhmEgr+dtBzGY3jif3mCcMMhVfg9AUZRywrlxkxuJB63VikdQZNbKTi6QHekQGivIbNU7Ta+b2fOr38Nfi4WklWa/u6HVSqoS5NVaw+QLVimMMlAgtRXrjCiVC3KD0GiICsBahaoNYzUGDd3Ltr3haUve0Vqi9cxu3LJntUZpSfJTiD1d9YLVnmoq9EQvM9OQcXuPPwRqLtLxQmG93QhFsvvt9powXJGTUJEIGUqC7NgdbjidTqgGN1dH1nWlpcY0Bc6XM6UUXr58QYyCmJrnhWnaY3zY6DmJwQeM2mRU1nA6zQgh1LA/DIzT8VkFAPDDH3yPV69eAYJeHoZB5DRaE5xEcOaoiDFhw8BuP2LaSp4f6L1h91es60LvEIb99udKOZtL4eb2RjBYyBN8XS/sdnc4d2BZIg9fPPLixS09d7R6xLuOs1Cyxpodqh8YBjHnpdaoRUmS3laJlF6esWc+mI2x0LAm0DpbTlbbBMqiz8RELusZZwN5vUOpEWPgku4Zp0BHjhG5yXyxt4ZSA7QtH0nfYJSG/hNGWu29s8YZWqdqTynbeaVt6C1ErWuVp+VEaxnrNK1vUEUdtgDdhtUT64bfUv3LlmjvCMrWWXJupCgBwFop1rhgjCPlTPqxuY3RTsijPVPymUFDWy+o1qk0ao7svKWVJul9vfF0estuuqIWi1KWhqKrgZocxVdu7m5Z15XLKgNLF0bcYKhUylKIMbOu6dmAtq4r3jpqyjjjNsilp/ZICH6zG3ToijOZ2lY6De81PojM5bPPP5f3mXZMxwOn88x6WTger/B+YL/f8fD0yLLeixeoQNeOUhK6/L/UvUuMrVmanvV86/Zf9iUizjWzLn1zt7tBNEggwcAIcRMSTBh5jBCSJzC3x4w8ZoLwDAYIMbHwACEsSzCxLIEEbWO7kVvV1e2qzKzMPOdExN77v6wrg+/f+1SJdnWWVG5lb+nonIqKiHNyx7/W+tb3ve/zrhwP99uiVn/Ysiw8PT9jreXd+/e8fvlGS2FJVBq5BkppPD49sh87Wp2wzmDIWGdI64TYQC6KCzhPE74LiNfY0Vq2qJd1xXbtNl9q1SJcQ5bbZqmpNIGc1cbeWsMZS/Ca2medLsS2pRIqTEeoLWGsENOW2dQyVkRZ4eJU5Movsf39Z/OqlHJBGoSh0aYVnKH0lnWdERewttHSCrYikjFNOdMpRvXcsEFRuopY6PuONNWfaXHWXFRvZ6BWz7I0jKlYe9BdiURxjWIbBrQj1IqWkGTqKjSvp+XOb924OWO9YCoEMdzvXpBLwfhCNbrT2l5hLk0a05QxaBKDQlQy8eI47l8z+qwRkF3PGp+ZlxP3+xd01kDn2O/u8aLmuFR3WG95cbzne5/sAL2od73OdgA61+FfvaUIfP3117x/fMRvrebH00xulv0eplSZtpI3ycKbt690gxLh8Xnh+flCq8LlaQZr+PBh5u7wGjFXgquWXM3qvW6pZ4wJ2N7huoaxmgXlrUOsYYmVcQxU00hrxHVha3sbUsmUpgkkxhioDt8aZSk0o3CSUmbGXQdG9OdvrRoqAREtywWPMZ4qz7ig77cxmmqSU6UaUQPoBho1Wwf1GumSgT9lavMzr2/FQhIj9KOH2qigO4cRmkS6TrBWUymMGygUUjGIscov6AaWpBdvJwIkgjdAwnm9LF4XUloL1uoD51y4/X8pKxva2ICRK+iwqLy/7/Fiub97Ta1PYGHoOmKuaqCLUZnevc5LQgiYUoimkbcySIGSnssyM3Z7ci7s945lLtzdPRCXiWXZwJN7S02F2uDhxRuCEbw17Hd7WrXshx5jIJem+U3OcRi7DWSiXUDZ2VvZGnpNcA9Dr6qC1liWhbu7O4Dtcl/49Duv+fBBM4vmmD4GurlM3w9KXZJKK02HoqKD5rT5nTQvt9NEcrPH2Z7u4YiYlfVyJpdM790GonSI7eh3nuaEfuiIOWO9BW+oednGFlUbbLVgUcmYuE3VsikPvLc/o0C4hiZcy9sYs97zfIBt0dAKzmmVM2wD777b6d28VFJNdJ3/maH/n/b6Viyk1iwlvyDOC81WcqoqVdhq5bJdPJuJ5CoYq2oFa3UGkKrOlGqtBBtIa7q1huFjZ8aIOnERS9s6MtKE1LR0slZb1q01ho2kuswN44zy6WokV1VguE5LH/EN3yxrVFflaZrpx4FaM83p6TUMAxZLbRHjHNPljHVq60bOGCrNNrxzTOuJJmB8IGWjHTUqORpCJ8zzBef0XucZseK4LBURy/uv3vPy5QPGGJZlpdbK3cuRJS1Y7zgcDjjneP/+PbFGUkp0vcV1jZiUZptiY5pXrM04l2+hbcYYxDVtQLhGLhPW9pxOma4r7Pd7zhsP8PT4RN+vHA47Ffc6o6MMH8ilgLWsVdMIxQvnReNG17zSBFJqkKMqKexK5xytFRL+9m+p8xnQTVFnjLvb5lFbo7GANLzbTJ2bSi1GtYXkWUcjzepcaU5R01CMJVOoxf75O5G0+XjCjqKY2147ZzEq3jbnSNcr42zsO6hCNIFS9WHp3ccdOLGAB7FgstlIMVdy0FXkqKUa6AzL26y6NIz6/GslF8i5MA53mFIJ/o7d0HE8DBgjnNeC63rimrGm0fuBFDPBCt4GjDimdUK6zddDIwTP5Zy5u3tBYuX98xPHuz3SIs4YWk2UuvHxZKW1Gek3G3o/EGxlyRErgdZ0o+icJuCFMOKM5fHpPQ8PD4yDBgc0EVwIrCndGOph6LHtgM+Rts1uaq30g6XUC/3uwOl0IcbCi368gVgwht56/DgQgWYG3n5yh7eG8+lCCD3BQ3VRc5N8xzQtSPOYocfbxhA65hRZSyTNjeF+pO+ud2BFm2l6hbvBSVpWzVwYtp+zGIyrepdKjl13pDWjEZzZ4ENGzGbgzCuy5QF763SAbxzZZFTksG2yxtCKbDQpe3s2vunr25FqjpIvnVUh6PUS2ffqrQnBkTdmXcyRablQzYz4BG7RGYAUSktYCfqgFZ1ez8sJ50FMwXkInaGhUpEQepQL3WGkx4hm5/itmyViqZwRuxDT02Z3NrQGh9GSlieOOzXrSYOcEt6NCIEU1Y4+nxN5hZIMaVULw9Ppc4au1xPofFH2hNXGwME7bIrYKPhsSVE1YvO0skbdZZ237HZ66pWSaNUzzzNiGsfjnnlW+GHfB3IsmGYZwoC1Hu87hmHHOCq99OnxwjJ7Wt3T6h5r7rGr494/sJM9a1G3ajONZVF5ENIYxkBMMzHOrHHhmubeWqEbOg73R0IfiOWM69X1OseVNauG72oLv0Eqr2kc8lG6A2ziU7s5Xq3aG5oh5YbvenznyHUBP4ObyXK6WStijJTSWFfFFqdynSVdRbEffxVWMJlYJr3Xul/sjPmWnEhwuWx0F4HTdGK3O5BKViFqWpmXraRphlYaLVZl1EnD0nFNp6hLvk3Cx9098zxTsnpmamqat+RHas1bkHOjxOvgzRBC+5mJdox5u+DWW5y8c4aWC0EccVqhgTMWK4bz5QmfO7qhpzVDrgZaouXCMheogjWN+XKBWhmHTX1Bw3pVSXvfkWLTf9u80lyls564FpZlYZkTb98c6buBtGZSqkzTBTHa5hdplJI4nSZ2hyOFgnGWZoVpmimlkpt2ufpup7Z7gTXrPS22ou/fsCe3rKmHFlrS9nDOkeWysN/tNvt93Wwqoh0xqVQKp+lEE0ttQm4QOr3LNdEO6nUAXpqODzAqiaq1QCkqLr0kja60fpPwqBohN8OaGq0pDaqkTYliNTwA0XIzZY1TFYwOSnJW+Iz92ftPxuo9EChtunX4vunrW7OQwqAqhXVa6YcOZ5QbtyyNViu7QcGErULY9bQUsdtFc1omGgVnwG7S+r7vybNgS4cTh5OGDGaDrit80hoI1lLWcEM7UYJKfgggEKTQGcND95pd/yN65wnBEadKJ0KsajLMuTHuDvTDWWHuJjHP6w0lJSLYzjKfVu7v3tCJKsfzueCCJZ0zbhjwfmDXD0RWtm/E+TRxePsJVMPQjezGkelUGDuPVE9+Kjw8PGD6Sp4mijd6wo0jvnq6fiDVxjKvUIS0ZPYvBko5MwwjYh21NKaY2B8OXKZEF3TQabMOhZ0NiKukBrEWiIX7N3daPppMrpXj/qh3QqvhYMCGfq70NrBMK8O4J8+rRm16h7MG2xrWaAhcQZPaAbz1lLx1z5oBZHO1Okpet+hQo5uTbbQCBsF2eu/OOSLbI563wby21gtx4zbcmkEtUNXmRDABKb8AQohvyUJqrZG2IWTJSgwqMREGd+uw5Q16ImyLYbs01lqpKLi9lETaUFApKQLKGJXEi4juyttRXjcv07rOjOH1duoUmnmn/6itPL6sjTr2vDfqI5L7O66fUJrgnGddZ9KS6MeBuDSMc+TUkI00ZK1jXhameOYw3Gk5Y9R2YRrsdgosgYo4y2qhFUutgvcdfeeZLgqIH7sdayzM84WUokZkjgbjK9P8TF5011brdSbsHE8XlV0teWt8WMf5FOm7A+fTpCcshv14zx/+4Ifc3d0xdh3UsnUYdRO7ttVLKdSUOJ/PrOvK/QuVGF0v8u/tRKmFt2/fcvn8JzeQiLXC6fkR2/XM03v2xlFbguJv5XyuBSda1ql3SnWDOWf8Fq2jZffV1qHyLzH29j1uiu5WAYVUQlW+g9FqxXujCyqmrZw0GOMw28+1beXnN319KxYSoEFbXYcMhhwTUhvBqCJ3XTZFodWnWx94TxMhlvjRSl6tpoWLUErFubzZkjdaZ91qbaOX51obxgqX+kfa2nWN3upM5lqjGyPEPBPrjHHCaX6CUtkfOobQc14u9IMn1cK6Tgz7PbU0nqZnnAtYUeGtQRi7nrys5JYoQTeHXT+wZoUwlo1LMc0z1hj6ECi1MowD6zST20rKeicrWEqsSDCaODeDsx3GVZYYiVFNdEsVddPmjEhBfODDh0eMbQyDimnPT2cOhzs+fHjk+59+h/M88f6rr9mNPf04YKz2vK4dMmstr7/7WqEordLvOy6XC4ejBgT4tOCD5/TjP+b56YnXr19SKZqY0Tum5Uw3BEpc6YeBJc6bZ6gxLTN3ezViX819goJB17XeHnothnWjlZ+66atHyW9fC6VoSNo1lK4WVZwYO27PhpbtPmhp1xobf/6b6+zgW7KQjAjH43GTxkScsxi4sb2tMazrSjeO29Gsprx51ml7yyohMdZwd3/YsLcRrgEAACAASURBVLkRvzUvjFH3pQ/j9ncUrKs6hBOw9uEmp69RFQVt29V8aHBZ6aeG7xy7/R6hMfbKUvBOWXdjH3g+r1hXWHOkSSTT2PuOlBa6AE06xFmkGZ6nCy/u7skpqbxJHGXV9AuCxRurpc6aMb4yHjttYGBoorb4znktC4sh9AdMKlSroH9X/KaMHjmdJwoqYVqWyMPDS5b4jlxmSrXsRk+pM69eHnFBS2zZ3tcYF6wV7u/vef/4SK2V169fI6JQksPhQC4L/TAQU2K323GqEbwnGsdL90BtWaU9zdAqWGdoGTo/4l1H2cLDQgg6nG26AdZaN9xwVcbGlufbdT2FvBFWdWxxbVBYa4lruWEAvJdb80FPK82OSslrwqO1dL2/gVacC8SmG4GxfzZ+pF/aqzadXTQ0IrJJ21L4NoestTjfmM/vbl/TjLo213jBioCBhjCdypbMB9N80XZqPwCGeZ4xxqmWLxWcN6ghadnuIw3jtKYvNeOcJSZVOvDacv7DmWMJDMESZ4Pb7O656t0uiKesjd4EkvRQ4fysSLFxHMk0ZLPKj8GT00yjsKYKtWGkQdx2Xa9T+F0/UqLg8JAiftwIrU8Tu7ueQzgg1pAWHaIacySlghWhLo1cE0OvI4QUJ57PJ168eol3w812YrqPpXNJm1LBeO1Ohp73P3nH/DyxDx0Pr16ypsgwdMyXE9l7gldr9m5wSJnoq6MzQsCSH3qWc4TaI+sKxmj0DUKKGV89LSX6rmdaEsY4Gnb7ufvbiKPWSjCW0grLmmhilYW4eZlC0NPGWlFgflSQp85U9XTxprHkSNc7aFoBTdNEijM+yLbhJgIeSfpofNPXt2Ihse2W1jkER0kZby15u+PozgTBy43TkE0kJ5UFXYOo1JzWNvlNY7/XjlhGO3wiHtjYAF6h+6rZSjquEzDW6zBVKojBiiAGOt8z9EbtGU3IrWBEZfnjuL/Nqtacbgvn+m/VRIVGjisxLXjXsdvtFC9lGrluyQhbbIxyKdqtAbLbjSyXCWsNfd/pPCrFDVyvymnv9XJtjMMaR626AXmvCQutNe0kXk6Is/TWq2I7dHgfOB7vOJ8WpmnhuD/cBKBfff0F/TiQSuF+7Lf3dcQ66PpNmtREQShFNsptR84XLvGJHXf0UaH0c1nZHY40sRjT6MeeJc743uhAOwRku/CXUkhZO6TXMrsZ8C5gBeKqSg53VTi4gHgtD0UawzBsgQbchvXrujLsDsSUoArTpIoUNfZlai14H8gad/ULvb4VcyQRbpfVeXnEuMSyPmEMpLRuuwwQ9hQ7EAkMNbBnz1B2+pBeCaw5IqLq3nWp5GRxdqALR4yxWONxNlCaBRPAeMU3WU9twhITVQyhH/HdgLZyhLEbaNkgZSDIHdbdUdtIbaO2Xbf503V+sdvtVPvmPDVlWi50WySLs5ZlWX7qHqYPi/eey+VyA6dckxyW9YJxhWGX8d3CuC/0Lw/IPtBGR4yLWgVqJnSNfhTELohZELti3IoLiWmZ6XcjXa/knb4fWNfIdFkIvieEHmMcx90ei7BOs5JhU+Tu4Z7dflAMsRUgY0yllJVdP6hPKhpadHip1CK4/iV1N1CGnhQ6mhgwSj1a04IJhoeHe5ZVsH6kNIdYJf9cy7lrWaZvVGOOC2vaqpeWMVahJZUZ6zLjzt4yiHUMIixLJIT+9nEA55UcFJNqDGvNWCs6Fqkzuc439cs3eX0rTqTWqoLOMZgSmE+by7QKuUCpSZHFg1BWnVCvrdGYiSZxqAcKRuUnzZHzFtFi9YGczzPXCM2CMgBKKZSk244xmi8roqG/uRSlgEqlJqEznniZkayctZkMtWwchkTzA8440hr1TkRiuUx6Ijm7AfULdW16khlR23ODw27HEhdsZ7EiWBqXDx+wJuC9V5Bit9fc2gLz0hjHAHHWEOu14Hu/RcXMt4Hm9Q55fLHj+d0j/RCwptE5S4tnuuGB5fnM2LZTekrEpzO9WM5PC/Myc57OFAqvXr3CW4cJnjUu7HvHejIUp/TWpRasNKqL1JpJtRKaxSYgVWx11GUhnip+1PJpvkTOXz7x6s1v8NX6pZ4Www6rJnHNQVpmpJjNhl8UlCKC946S1HY+7HrSnMilkGSh1YT4fGPU1VoptfB8WjVAO6pFv6yJuikXci0UMVQy4lT1r42Ib/4MfysWkgCdt2qkM4a+31FrpmZNK7dW6Hwgxp5dd0/NhdDDtMxY46ltpTR9wxChCyM0tR5fhaRXkgzIZmX+CKKE6+6lTkqLYL2oDcJupcu2O14ZEEOnP6jDbqDVjLfow2a0raqLuWGd/3jyoKVRrpV+HFQNUSt7G3BV8M5ih80tWoTaDF3f6/tjHHbQqMecFu5ev8RcmzBhx/PTiT4M1OK2h0DV1JdL4/7+O1gnpPSOGPXOMYgaEvvQEV3iqZ54lz5oiTln3ZCs4dXdSx7uX2CtJTBwODwgBsYHUcWDVLralCV4N5Kl4LKQUkGcYGSlxYQNlsP9DmM9pI7D/T0//OPPOX6a+e73f5MPj++BTG4RaQPeCoVCM5nSBOsD0jamd7M4x+ZT0itA3x+pdZsftrhh2DTRvNprS/wjv6ORf+oBVPGr4pL1bmjE68b6DV/fjoUkgqHhrKZNXy4XrXP9qByHFKnSMBJVpiKG51NWkk/w1NxuqCdji+b2FMF3/sZsuPLPrq5Q+NjiLqVsQ1OwIlvTo9JapWERVB1+vdgC1JxuC1Gt8FpmXLtIphpEGtOy4L3He8+SdcH7EFjXhrRGzAmxEDpPypHL9EETyYceaPz4i8/5zpu3GGCdGi17Go4yr9gQ6MTy+PQlFkupQs7tZ2RW0llS0ftgzoWh31Fb5vT0zLAbaeNAXRvTNHPoD0zTQpk0qM0yaEDYZlVIaITnMHpGgVJ0KJ4HndnEywRUTAx4ZwndwNpWcGgjpjhwGWQlhLd8+eUXfP3hOzy8+U3GQ+WLL/+I1jLecONwz2ul65ThUMsKIqxxBQtihcyK6w3T9IyxjTU9ImZUpFquivTa7tlXlri1Fr81WK4nVymJXBvOd6rxa+3PXz5SrU0xvFvkpc4rqtK4tVzGGIvkiG0gVBxJO0sxUdHkgSCeEq1irKSoggFDyfoGts0ZKqbeJubXvNpatzpZGkb0NGo0YtE62VqLG/SCrqVhVjflZiprNSuhZkv1TlHIqbEb7O3rW6tc3j/hzZH7ftQdVWBaKzEvOFM57HcY43AbgPFoB54+PPPw6iVBGjZqWzi3CamKmIpZBanVFpzxnOYzfT+yTjM+Zkpvcc7STMKGDpMEgoWSkJRxa8XHSmalk4bre3a7PSH0jMdBRwgCHStlPlOqY+0dtaykmNj7l1hjkG10UCkIjfP5a1rN26IwVJNZzhd9sPNX/OQHn/EHuwe+9/1fZX//Gvn8S7oCaTCkJixrIhjHMs1YGxl7PWGGYWRNavpsueGDJ7qoyYlZOHRuYxlq80EF5zpO0JNJs7YARVDXSkoK9exdT4wLtZQ/f6WdMQbrAjHGreMyEmPC+qC5r01JmWWTR7UGgUE7NMYgJn38XmIw3lEFrBGuoHW7abo01Ew/fxyvZdS8tbKVVFS3+5Qxjs6pavzu7oG9H9l7r9Pv0rZS0eLQDt/Od5xyJBVlLuQ00bthU01ontNxd1Qn7wb4LzQiGREVlC5rZDSWsi3o8TjqQyCNZX2iJEWUGYIOsUOHt+H2xrRWON6NTNOCc5rkQLEsKdEPO9apMHQ9RXQU8PT4zLpqGSQbKPP1yxc4FzBGS7/9qGFmcdX/3i7s8K6S4kJJmTWeGLoeJGHE0DbNnXPKZ6itYEUbJ9cSuxqhHxy5zCznC/cvX/D67Ru++vHnOCzWQnAGgzZyjDGaNVwqbIhpBU8q5847/d7e/WzjoA/d7X4s29/dWkOMbtylbnm2QYfJ5/OZ3U67kX/uMmRr053feJ12T9Ok0+uk/hZTM81abNlQuQ1WX6DZTTYkt9PFWs0qtdZqmvX2cRHBWH97I2utnE4aUZ+jpWyeJrHqas3bieU8erJVmHLmlM4405BUkBbwtidubLVayuZ1ahhfGPaWp8fHbb5jqMmRYyGEnq/nJ2qtuL4jpolWO+JsGQ97Hk+KSvbeULhgSuNut6dF6N2gmUUXtcrn2ohrvg00C1EdoBWsdQxjR0wnSkkUq5D76TTRTMdSVE4Vhj2pFsZhh/GObgjEqGLU9HzhcDhQSmGJE7VmhlFwtcNbRzWW0R2oqeKwtNoATTC3TrlyV+X2PM8fPUOlo/NH/ukff80f/KPf5/hwz6tPP+HLL7+klqJlo8u3z48x09s9WGV3mM2YueQVJ45GorQNeZ0//sxz0v9G57RKUFGvkLPBhkDJos7q+nEznudlK/m++TP8rVhIRgyuOcraoAa6zbWIaRx2R56e3mkUyjaJXmMkFKsdMetYWsJss5ecV6wYSs704aNrNaVEbfq9c67EpnXzmgzBnxj8nnVJrHGiCwOlqDO0uIozA6d3kWAD++5Aby3V6Wxk2HeECOcEftzhMUSbNnBi4zDubvKXZpuSfmphdAeVptBRXGMYD+RciKtQU6M3Tik9c+N4GBQi6a8+JOjCC8RkSl057AY1p80z3oxUr7rBw+GApIzJjVyh7w6kdWVwjtxb3r97x6uHFzQvmFjpfWUYLMPY4YOh1ISIYclPAPTdXnOU+iO1RcQ45S4EfdBz1l9OMrZZfBuJoh3TEtVr5cJIzJW97/jHv/8Dfv23fwdZHee5Mn7nge+8+hW+fv9HSAjgHG7jN/i+R9LWDgdK1bSPhqVl8OLAGlpSlrnfUG3eh9tw2V85D6UQJFDXsiEGwMqoA+CiUaY5Lzc/1Dd5fSsWkl7qodJub0AIgbiut7lKzpncKqClW3GOmLXhQKk3SYke2x85DTf8ca1UJnKNNGkMKhXW8qrdkfOMcSv7rienwjh4WsswJYawJ1dDqwHDoCeUyQo3LAVcpdSJOCXYGgvGCqlWpukDpjp2o0qXSDPOqbPGNaHkiRxXsg8qfXL6C6uX34e7I63VG3ZqjVvKg41QLIZRd1URgj9gTN3e0w0a0ne0WeMqlyWyrpEomV1/5O74Au96cnPs+j1OHHkVpjrrULpVxuGOGGdijPRjYdwPPJ0e2R8GCgqwnOZnSimquMiZcDQs88qrB4udduoo9paWT5Sqp0z08C5O/N7//r/xu//Sb/H45TNvfk24/96v8ON3X2BjxeSK8W0b0jZkWMBZYkqEuoOm3TbnHGVdsE5nVJ0dbmVZSjPNFb0GWDatJRijBlFvw01qpIqWBGVAxN26fN/k9a1YSFraZRqCB6V4OvfxeN66ZQ1Ytth2KeVW83bbG3HtyFxtC9du3DWT1vqGSEWaNhxiVFpPypPes6SwTPO2KKHvRwUTBnj37h1QSXnVpAxTbxJ84yyd71WqVMD3WqLWVBmGnRrRUmFZ5s1LUxUDHAaaEV6+uGdZIqenM/v7Pa1o3H2wjvNS6X3AGY+0Rjeo3ElaxBhLLYXcwBqr75twU1Xo5gOhGzQ9vAmhG8BbzqeFlw8v2A0DH56e6Xwgx8SLFy/4wx/+AXd3B7pOPUCtCcY4TvOJ169VrBpL5jJNDGNHLY6SoRaHdx3USt97TqcLpjVMg1KNDj5TwXlHffeeT3b3/N2/+3ucziuvL4U0V/x+T6m9wjtrRsZ8U4akuJDXjAuBks3W0l+IEYLRUl7vt+7Wkc1ZKLXRdyOlRq7KljnrSakYd1GHcmvqNKgnBL8xw7/Z61uxkKwR+q6RUyElbbWqK3bz2DtVbfvc0QsEjKa7lYJH8bd2g6FIAzfoxL1kwXqHFU8Ti5RJ5ScVsB2u00yevE7b3ctgdt1271LR4t7vePnwKT/ov6QumfCgDDnT/MZGWCAXDbGKhWWZEJJitoZR81evp2UCCY5pmuj3B2pM9NZwWSGEkTdvX5AQSk1UIue8YOeBslR2g8V0whp1/uG9Z7/fIzFScYhRnZkP4wb8sBQqtkGQnrtx5CJqgxiGASOCDz1fv3tPyZU3x3tSXpjXme9/5/uktFJyApN0IF4Lr16/pO87XagC414v5flc6D0El2g50ZqH0uhCoJYTzSuTb1lgvz/qwrx/4M3Daz5bV/6vv/d7/MXf+ZdpuQN35Hu//prP/98f0nqDsZ3O92rENFVs22K5xJmXh5fk7G8bLqXQStna/L0qTrYTujQNvqZtWOTlAptLt7WGWHfbfE0TYNXL+Dd8fSsWUmto8C8Ot1klLmcNLL4e0TFGaqr01lMsLOvpFnR1jS28Kr6ny5Xek7fOWKK1SFk3+aLYLceokYva1711ULUsZPM8xZg5jJqyvsYLYgPzWrdcHuVmD8MAdbNF9x5ndzTgfD6DEe4OR87n86Y+t+QtGuX5w3uGvqcZR99ZSln0kmxUgfD+/QecN5zbaes8FQaud7zMPFvSstI7wYaVcVSc7/x85v7ugZSKgktsYY2ROGWka/R9T1xXSiz4LvNwf0ewegpSDc4IKWpKe+gcMTdVmORKipWSZ56fLhyHO2rVuM2Dh7Vm1lLIVrA5K4O7Nd49PfHq7Su63Q6RyDRNWOuR2pSvLvD3/9E/5N/8yRd8L/+LhBg53L/hR/ZzKBNx7TGd1yrCRmot1Jw3OOYzOWuJ3bZxgf7cVT6UM7c41ZgSInrnEWl4N5JzZl3qbRh/tWD8Iszv6+tbspBUn+ZsoJa4qQMyaa231mUtBR8mijEkA87tSFv0IWnZZj9CLtrxa9VC0rTtykKuK94HBAGxeko1HVJdRaK0RitXiL7udMN4wHhD2Dn6O8clzTSBQ+cZdqN2hMRjbKPUlX4IrDFiNwJoXC7shs3OURs1JXpvcLuOJvA0PRKsyoFqqwwh8fR0wlMxxWLHlSWe8f2ex4uHy0kzVXmk2Y5cKk9fVT755A2lJI4Hzxx/gohlmhLDsFch5roy2h22olTZ7DkeR7Ws+JmnpydaU9hM2VqjKSWwib7zuApdr0qKNa5MYSWEwFwhGYOxAdsc5EZwBSuG6Xzhq89/wosX92RplKrNkZwzQyd0vaHrLf/PD37AeU20aqB5/O5TfuV3HJ/9k7+DuJUqgneNy1RvAlTTDFWEoeuwTbV90LZ8YL1X5RI12lKAVohXl+wtvMze7tIiHa02NWua7ZT75xTG/M/tJQLWVaxV3HBrjX7ouDwtmC1tICNQgzKx+460JKyXjbT6sXXpQ6UVqGVFxGGkEsaAtb0igpvC2lv96ML0QWdDfeg4z4vOkqoayowL5Fp4+8lrfvLiB8xPkcNxR77Mt2Q5L4HdzpNyZZ0/Ts9zirx4dVAwCQJtc196h6mByzpjreBsp4zvCmY17PsHnpYFh560oTO05oh50c7csuBdZb5ceHV/jw+BVDIxrgwJ1jVtgV6BfJ548XJHE8+aC946xn5gLUJaI+NuR8qN3aDQFIOlHwwheN69+4oGSLB0XWB/9NTnGQzcvbm/vX/FWlqs9JPDGkuyC3FZSClx7B2sE6UIphu0gxqLipGd6OnhhR999mN1srYG0nH/9ru0y1u++upEWheMF/re3N5bqdo1tVawVjbSkZZiw9jRqs4Pl7Rs1FpVR2jzKbMbh21uqQuw6xX0vywLbM2u6z3rm7y+FQsJRCH3uVKazix89Ygrm/nKqWVhi7K8Ng+o4Gojt49NhpocxijSFl8wzpHWRgJq8zjvkU2Xp9CODtsatRmmpZFLj7Ueg8eIZezfMJ9OlNTz+KPC29efUJeiO7kxKiCaZs7nRDNwGEamJdJoeDzvnjKlbLGL0hRlbA3zstKK4b5TG3cRuKQV7+51tpWsGvTsyDRN1CwEU+gPeoe7LO8YDkeWnCnpwulZZ25kHeCO4x5rHRwGvmbFhcA+WdIaFdLvDM31vDutG1S+4rsj53lld+h5Ok/44YDzjeqMtvVrJTfDyzffZU2GukR8P2CsIxOZukTYC21qKnEyhu7FX6T0ntZ57OOzyrh84MsPXyCt8mv33+Mf/OQzSnMszxNh9wB1AIGH3/j32b/6MZ/9498jxxMm6JljrTDFgg8jqaatkaL8PRHBJbVQSFUTJUVD6lqFMHQKGY0Gw46yyYh043RYOdKKsLZC+QUqvG+05ETkhyLyD0Tk/xaR/3P72AsR+dsi8k+23x+2j4uI/Fci8gci8vdF5F/9JgupNe35X9vfKSVNhAsesUYvt2O/Bfs6oGBs29LhrF4qpdx+tZZYiURJRNE/V6mscUaodJttQHwA01HajlzvEPOKXO6w7g2v3vw2JR8Q2bE/PvD+PKlNo2WWtFClkmvCmkboDK43LGnC94ZCYnc3ApZxPND3O1zX0VxDQsN0jiyFxOZ9stANnUbXl0LO8bbjhuAYxx7nK9YVQqd1/vnyzDB0iDWsSRl1a7xwvjxzuZwIwdPHhW6JHFoly0psM81l7F7YP6gnynaGagr9vuP+1R21RfaHnuNxhwuCuIZYNUs6bzifn9lFsLnqr3mhz4k+Z9rlDJJpJiO9MLSCSwuhfjThtdYITYegx7vhFiimpaR8fCqlxw9vePPdX2f34hXWHfHdXruUNjBNK0YCtRgVnJoGpiHWYJwqWa4ay67rGPoDOYGzPSVDzton9m6g5ErKC41IkYUm5RfyJP0iJ9K/01r76WTyvwb8ndbaXxeRv7b9778K/IfAb22//g3gv95+/7kvbeWCdc90w0ZHla2jYgyh64hRJ84xRpwHbw05Rqx1mySkImYrt4Kjs0e1o/d79Ts16KwjWIdrlrVkcmcJ7p6Sjjw9ghg1eB0O30FkQNwJjKeUjj/67Af8hV99oO8VWKipCELqoJaZwTrs6FlixPeWmGfCCGKUaPp8EWzvGPae+pzot9RtcuF8mRHnOIyBp6ev2e0HvBeqvCcMOg/rRFXrmkZ4xBnLfKm0NvDixQMAlw8f6EOgVUfJjrzvMOKow4HlwwdELP3uSOkG5rjih8xaM1O60NduawFrUkNuDbE9bUux67PD4mkFYmiUFztKbVirXD9nAi01ZIrYvsM6y6PM3Pme+HzRcsl63j0+8cUlU7JjrB3eWt5+8lrxakbHHALQPIQdw/1vYrpPOb/7jMpEP+giFBHef/gS73vWdiJXvUPNWRXu6uvSk2pdV2qd6PueeXnGB62ClO+g6hUfDKU8q1bQ9PBnBNH/j4F/e/vzf4sm+f3V7eP/3ZYb+/dE5F5EPm2tff7P+kbKo9b5jW+qRnDOsy5biHJWqY/BUrNK3WNZiLKorqp+BADunGNNZZPET0hQFUNrow4fzYqxB4p4XLfD1p4P7yfSMhEMPP3kiRcvX3O5XPjwdOIv/NpLWoqIyZjFMJfKzg2USTtb3jukKTqK1FjPmd1+5On8RN85TBVabcQUNzoSxFSwudF3O+a4Mtdpi51Jmx3eYB04L1s8TOZwuKPvlBq7Lpldpz6iUoRaYJ0j3msA87IsdMEgRGwaaC0R6wkjTRPec2Ow88Y0GHk3PbELjjSddcjMsnXCGvO6KHq5CWX0eDuoOzU2hueMFcdiLSBUI9oEksz6PBNVeELrBG+P5BJZ58z5/US8lqJyxpvMIJUgHprXRXQ7DToYEzZd2N+/4v27L7icZ7zrCZ3j4eG7rOsMqzYaTEUVDgJ1RcEwptBaRXxHKpCrYFFhtNS48d8TrXUIg2YZ/2IH0jdeSA34X0WkAf9Na+1vAG+vi6O19rmIvNk+97vAP/2pr/3R9rGfWUgi8leAvwLwnU9esN8fNsC5uaWQu6HTUspcowyvrXIdgprNn1+LauicG7B+oPdb98WPmsxm97TS0wedeNc8ssTGNCUu55XUAsvjO2q9ML58xeH1EePUseqsZ8XwcP+S7/3K7xLfG948fML77nNqTliR20DYBE/XV+Z44eHta969+4C3HV3fE4wjphnnPU0gLivGaMjzfFkJQ0/XNUQ0PbCURs5Vy0+zsMbn27/fOYd1YbsQq8qcVvTyDnT7gf3hwBU79vDwoGWVDzw83LGsZ57XwLEfwTledoebKkRnKg+00gje4w+RtKzElG+J8t4HPblzI64z3XG/2Ue2asBYMI1cM10SJGqMqbhCSQtzfCItK80Ii2kcB8cnbx+QrhHLmcDx44NXKmJ73PENbr3w6XBHmStP56+ISUvdYfeCcf8Jra3UvIBtTNOZaX7G2ZFGYRg0mEGZhyPns4aXlU3Xt9+PtGbpwkBM54/38F/yQvpLrbXPtsXyt0Xk93/O5/5Jf/v/b7K1Lca/AfC7/8KvtulyFQq2G/KptQnZsmxCCKzxikty5KKT/lozXRdoRTOKni4roRuwvqMLR6z3WHuglI51atQ2Y03hfNpyS4HThyf6cCDXnruHt1Rxeg+aZ3bDHSULpcDr+5HHy0/4YhrovVA2AqvbYLqpFmqZwVo+PD0Sxh0lzZzXlVIaD4cHzpcL87rgjCWvCzZ4jvcPnJ9PerIZoQs98zxjTcN2VsW2db69N33f63BXwAcBZMtoUqWGsZZck8549ndKLqIxDHfk0ki5Ehys84kowsPdC9XVGUWXLXPa7CWBeYocXE+TvBkWNTW9rpU+DEpROjekKSXVOsGGA00ytmaWcqLEFYPFFsu0ZOZVhcPndWZKK7Z4vAxYOxCG4888J2IMFd0wm121ve1haCPzPCG2sawr++EFyKpD8Czs9zuG8YHz6QPQiJsO0FrNWOq6TmVom7plXdOGAFB4ZUODy77p6xstpNbaZ9vvX4rI30RDmH9yLdlE5FPgy+3TfwR8/6e+/HvAZz/3+yNbZIhlvLek1ZHyTCmjJkhE/SGu+epwTIw1UC0q/c9CjZlhN9Ltjlg7IKYnuDtytMwzitbNlnF8yfk0EdeZZVk4HA487PY8PX3g7u7A0fcqzxevsv260KQSP1xw94HPfvAlnxwGfu3XPtEYmpZJTXHIrTSGYQ/VaI5RgdpG1rRioWXn3AAAGVNJREFUaqVNM/teGwrWCnlOlAzpccYU2YD/K8FaQt/RciGeHkm50g0DfecxppHjgrMdYz+S1shgDa5TdvrlMlNj5XD3oGBH42jG0o2dtsWr5Xh4S4mCtQakMk96p9Bu30itF1XflxkpmbiBVcakw+rO91RjyBtv0DihpAYF4pRh0JmcqXB3d8/z4xM1Z5bLha8/+wJiojOV8/mZPAde7o74Tz/BFKFOZ8y4//hwiNJTMSDdkfT1e0Ln8Hd7+r7n/dfvMOMd86xRMEt1BO8QPM5A/7KjtpVlfeb0eIGayWXFWIjzAhhqA9uBSEEwxDxhZfzl+pFEZAeY1tpp+/N/APyXwN8C/hPgr2+//0/bl/wt4L8Qkf8BbTI8/bz7EYAY2B12vHz4VYqdGfvXKtVASHnl+f1XWsJs9MuUElIXDR22YDCM3YGu3xO6O/rhSKmOtCiHQaMahWaul059aIZh2GwEju8cP+Hu/gBoeWW8zmF2ux1GGn2uvN69YD2v2u0xDuM8+/HAfFnY7TvisjLNz+zGA9Z6wNCqMgY0QVBbt0cfiC2xDyPnJWEjhE18GYLuhnGuDHdayp2eLwTnsZ2j91Croe/2Gs9oLc5sUE1v6IO2fu+PDzoSEMFaVdjfv35DrUXD24y7YbXyurLbqUo954yzWjbWWhn9QG4VsQ6z1/Juak/0+3vIakcJDmxTV3CMGTdYbbE3wdgLtT4CjXVteG9ZZlWO1wrrZebFw46H+3t832GG/uc+j+G4p+WI3QUkGI7ryHK64Hb6dTFmICvtScD6EdsdCd3Ifghcpq9J5ZmyZWrVug1ppdHairEVqV7RXL9kh+xb4G9u9aID/vvW2v8iIv8H8D+KyH8G/DHwl7fP/5+B/wj4A2AC/tM/7S8QLPvj95H+O+x2dzjzEl8t5Ixlxt5f1ERmPzAM+nAt+cTXn39G5xyh3+HDDpEdY+c5XyKlWqxBAe65oMhcvcs8Pj7iu/5WB1eX6Q89ReKWqaTAfI/Dz5ZUCzOZV5++4odf/Yj0D5/5jd/6Hj70nC4TtgbmacWYxDRdyDlzd9R7Ca6jVBXOksD0gWIEN1viGtnJQPQT83xCorDbHVhTpvWBEjrS3Oj8HU/vn5mS5fXdHWPwYNPGjzC6EfUj65r44osvGceR89OJTz/9lEam27KcLmdtZDgfeD6d6Yduw5epgPc6eriGGhvjmFsBY5BxYD0nRDpiuiAm3qQ1q4jO+0RIxkACK4GcIuuHnnQ5klNiOk9cTmA48Lx+4N1X73HZ8u/+pX+LfTdo+z5HOv/Pfixb50AK+asFtx9og2E0B1LSmNOhG2kFDWJuVb1myVLLHdav3N09IM4wn9/rPGr+gJjCOmfVZ9ZKY6HW5ZertWut/QD4V/6Ej78D/r0/4eMN+M+/8b8AZZW9fPM7YAZoAyXpMV2twQSPSz3OB4qx1FVPk8P+iN1/gmsJ2W8PQDU0HLtB2XOn8yMGsKJ0Vhc8X394xA8Da124f3hgOUdMrQTrOB4HTtNXtNLTWqAPHu8ctlXsfs9+7AnjjvNZqBhGVImcalLJSrbsh1FzTnOlbwaC2ThtkB2sq4ZqZYRg1YIdmmXJkdB1SIk87HZcpmdCKXTec3y4o3OOXCbW5UQyjuMYqCVxf3dAyg7TYG8b5oWewL0E3n/5yKtXLxi7O2rXqPMzoe9IJXN/P26hx5buQQ1/1ehgO6aZXFeCt/jcUd2MG1ZS59W9egmEaFiXhX4/kprq38RajLOsKdMHT8VQ6zNx/kCrCvh3dgVrmU+JczGE7438a//6b+OHRE2FYH/OiSQgGAgDZq9s8+74QF4WeJzx3v1/7Z1bjG3ZdZa/Medcc132rl2Xc+pc3Onu42O3aRvbMS0DjmyiyIRgGYR4iKIgJF54ghcQD8gWEhKP8IDyghSQuEgRgRCIBLKEIpT42SEQBxw5TruJ3bG7+5w+l6ral3WbFx7GquoT47ZPp6tP1Qn7l0q19tq7ao+qvcdeY87xj/9XzuAkWRxCwLtqWhsVFMWcfnOMNQGJDTFk9q58GEJg8A9J0rHqjhk3utCX814jvdcQ4yAr+TOlqN40IhgxkCLrzZLal1i3oN2sJmJiz4P2iGgSV4aSwpXTJ6mOSVgszik3bD7fxVrLa2+8oSWjEa4f3phGyCvqaob3jnajCSymAHSE2fmSAIS2xR/u8ZOf/nFe/urv8Ob9B3zg5qFqRw8Z7zzZJppmTugH1Ffd0A9meiErakk0tbpTUITJE2ikzQ5b7xGMUMpbdp0AszIQuvvMfGbZm0mbzdB2IzvzhhQNs5nqixMT7796Q+0vnePh0QltOCK3A7ZwFF5IuSOmkcI3VM1M1USnctl7T9/3GOMQ9EpuXItITd9C6VXDHG8ZuzepZhWJJXb0VIWWghkYfMSanmx6HYkYHX3bkY1gnTLx1yHQHh/zZ2+9wIde/BMMMbC72CE/Ji3HViU2OnIMuLrCcUC/3kzlpEppiTWYwuLLAsSRwgZMxvmKhF6d4zhgncM3C1KquXrlBrQrUhhU8egxcSkSCbFATeoHoolvbTtKmgTvE+v1ipmvqGfzSUEz8ead71AUJYvyGcIQtByxmTyOxDERJrZvP7Rnbgpmci24d+cedeW4drhHTB0xTezx+tQeURf2w6BqnRGhLiueObzOa/vf4ehkRX94gJnkufq+J0fUr0m8SoqFBGmDtcIwdASru5EIdF2rFo1JdGQ+RGUoBCWDns46BRzDOOLEnTVjwTC0Aylb2m4ks+Ha4SHL4xOKrDoQOQZ29/eIYpDCKcGz8EQySIEUnjEmjHH0mxUxRprJJV3XDmoWlIxgC6vN1tAzTrNeRnRHz1YO65gYGsqej32iDSMSEptWJ01dYRgCDOPIqus5Welmz0c/9iK+qmi7Di8r/N4ujzVOlzNYO5VwmVxVyBCRFJTNX2g1MUadGsjZUM0MBQV915+pI/myYL1Z01Q1piiJm4hhBrZ6ChNJCzAdo+7BUGBLDzFDXNPsNxw9XOHnGfDkzlPWDeG4Q5qS19845vDaVd1ZmjTrKGDWHGCtY71qiWMmJ02iqirZmVfUjadpPBEBiYiLNI2QGkcYPGWpfjrgmNUHPBhe5dOf+dPsHezwy7/wi3z4+VvMfSLVDaRACiNqNxIYw0Oaek4KefJhLem6DWMMYA1u1THfmStx0tfcP2rp+g5nPLELVDs6e7NZr6mrHYxxpNhhspm0CDKhRwf9kiEHw/5iX/s12TCkTMgwDJlr1/b1g6RdT/oR6pLRt50KvAgUdUN73LPY2WWQljYm8CWVLRitIaDrKDHgC0fJFdWzW4/Md2qOj45ZXNlValIsiWMghYAdW6y0xNRRlgafCx5sOuJx5mC2w4c+8aPY+T61NFQHu2gn7DGuSmaSRXtEq6PYXSizfNmTUCKzKZz2xJwHGaCAsiwgFJSFV1K0iaQs2Oyw1pPSqebdU0dahTzxsEovDMMG6wVGuHf3Lldv3mSncQyrjG8MpI7Q63DbGAJXZgtIqs8dE/SnzU44G747Pj5md3dX3dxAlWJENwGcNxyfnDCOvTq6kUgh0fYbDvavE8aEcarC2m96bt64AcZy/8ERtddJ0mHsscZM7uKazDoTE5T9LcqZU3/agK9q1u3ETEa19ZbLJbvXn1FOYN8jDoy1mnxRvZPaSfheBJarY8rC4qzaeYKjD2ucr8AIVTNjtlvTRy2HLcoJBNh0x4xD5Pr1mxwNJ6xDi9lxvN6/SZmELIbCGoa4wUpFYZW6k4K2IlpXEXNAbOZk1eLKijttR8yCHwJxDIxdz3KVSKlBjGccTzDGsFxtWK5XvO+5Z7l64xrHx8eUOwuSyONdjR7BKXfv9Ng5R7Zrxn6j7iU5TxrrOsFrbKHSaTKq9rskjI3YwgG9WoWeSRs/ZYN95IyYTLvZkENLPwzcv/sHhHHk7t03uPPG63zwA3+SwsGwWSMG4knPd779KjdfeJHK18RhxFUWW3hm8wVFUdB3a5bLJcfHx4QQODq+x97eni7GqwpjMxAYQqumFNEyjjqF4ovpKmUtOWjXf3H1gIe/+xqN9RSzGW88uM/zzx8SJZOtASsYm6Z+TSaFfFZC9H1PVR2o/rc19P2IsSNx2u0CHQb0t3V0YhPWFK4gJ5XUddYSYpyEPxJNY4jjSEgrCq/TrTnqJzA2YguPq6zOAcVEZCTEgASdw1kul5AN3/72t5lX88naZMOOd7SA94XqxIlhaFsKayfNb0g5MGsD5Iz3npP2VdrjjmahikEP2pah6+nWG6IYisrSVCVxtWCz2XD/aM3vvfot/urP/Ay7Nw5hgLqZI8aRdRX22Dgdq3j0NouG/KClW68p55W2CThVL1IupSssRoRxGM4a82R9vfKZVsNTttmgLXpH227waWDodHr14cPv4lxiGE44PrrL7r4lU1L5Pe4c3eHw8BDnC67uH6ju2rjBNRYR9Sg6M/EVbXYeHF4jRnWgK4qCmPQxOUb29vbo+0iykaHnrN6ncNgMYUzEnDk4OCB3gbJueO2NuxTlx0mTQKORjDEl3g/0k0RWVVZncy/WWnVYsJYxdMrQmLycTkeeV6sV1hvV8itUvjkE1aMuCjX0SmTKsiBaFf/w3lHXJWkcyFIQggrki5QY67BO57b29/bO9CyuX3uWcQiEkAh1zegMYmr6FGjy5JKXQKRkVjhSiKRq1DKSwEYcQ9fRVFCU1xjaFUdDS1GqYbW1BU0zZz2quqz6wwrrtieLwZYFL3zkRR4uTzhcXEVcgXGelPXt8MNwNl7+fc5nKah2r8K6JeUOmbzmUu6xVuMnz0CY1lJ5YqAZ9YHJT2siAWG9oVue0E1+OGVTc+PwBdZr7cscHOyr3G9VEci8/t3fp9m9yu1nP0A3dlgvFF5wpyIgzrE+WtENPV3ocKVnvRm4fu0Aazu6eKTSxO1AyrAcNoRkCF0mx0RVlhS2hCBKxwmCSwY5PMT1HT/12Z/gX/+bX+DoQc/B/owU12Tp6UbVlYvRUFUNiagGZb4hxQFrYGw3lDnhxDDkxGDh4MqcjxS36IeB0Ot9JmZy7cghMaSBumqYlTNGu6YPkToL7WZF5xzzqkbw2KCEzbAZ8K7GjjBO1J5h6MiTzHNvDJSekZ55CoTNpAVhVeOvoycJeOvVbNckukmXrmkaPNpmCcsV3diTQkK6QFwG0qhcrqHvmU3OhP1Ri4kwjIk791+jWezz3O2blDt7uFxirAcjmMespr43ifIksC/WavvHAI1FRh1TJ2esKYkhI/iz0XSmzSeV8wWxKpCjD3j89+/lSKSstJfj1THz3TmFySqjFIXlUhuL1lqSWHLIrFZLNkcn3Prg80oF2lHrFEtNGANDH3Q3rLBIsly/dm0iK5bKrPYV3lliGIjK12cMGYZAs9ijbzvqsqL2JVhHzgFjLFjLZt1S9gMfunWb+WzG8UnLfKauESlGjAm6lT7ZzMwWDUkiy9UJe/WcEKGqGx60R9R1qUOIZoNxsLM3w7fQt50qBhWekMPEMoCh6yjcjMp7Nv2acQws9namCVAdHLRiQSxDzDhXEJMhDuMfKn9CCHi0XN1tFnS5B6JKKKdEM5vjYdoKh81mTVX7szXeMHTELmARYghqm+LUJDlHHQMvikKnEARltodAFwKrVUcYCj54+3l2musYN0OSjtC8E0rO90Lc9P/PWTcixILUkIVx6HA2I0WJGZUG1HfdRP51E9tc5c6wFgadnVKxy8fDpUikPDmyiTc8+7FPIowQe+K9e+zsatnSDQ/x8wOGTccfvPIy+9c/yOzmAcV+iSs846olt0pgVC3xwKbvEKAQS1PPmC3mZOMwhYCJ5FEVQMk9OSWMZPrxAcYJIfUkqbHiKHxi6Hp8M6M0CScbKO7yU3/+M7z8+7/Lwf5HsdKwu7hKYuTkZEXhhLFPcBJY2IZZXdLlAedUXGN2eIX1ZoPzDseCrmsZA5AyZVljJ8UA7w+UEpXBux5rLCmPWtoNPX3fkmNiZ2+X0pfMakNMGYdQzzJHR0ucFzUwixVDCDhfsJ7cEFubISaME7zVUexRVELLJhAn+FKNrs0wYGDqi3lyUgOWGNQJjxQZup5Z6SGpKpMrtEJQMZmR5cmGsbd87i/+OV0NpUiWEV8tQAJ6KXnntl2ZfGa2DeoGL4AUJYWFnFvVOq9K3Zhy81NHs4nx7smCatmJ9g/l6Rs1B3JkViRWr77MzpUDwjDw4MERAHVjKXyBNZ6HD+6DnbF/dYH3FV5K6EfyGFgeHzGkPO3mqTv2ENQ7p9yZkUxAzEi/GXHOYA10sVVunRFMiozZIWSsF8bUkfseVzbYMZHigCtLluPAUB1w48ohX/7yb/LSR0Eqy73X7zHbmeGloK6F3rb0MSHpdCSiJkXdus79gI+Z2LcYb/EYnKnIZnjErc5h4waTo/om9ZFZXVJIjUSV2+o2A1IJMQgDiWALXFFinWeznJz7skVaWKcTjLPa1BZPU9eMy45RJh8nyWSB2G0QYzGWyeUBYgw4o2IxzsFqfTJJCQ+4pOP/KaVpQ6hDCiHmER8r4hDp+shr371DGgved7DPrdsfJ2WDwSExk4MlJTVWfodmecBbpZ5+l0d+iaiZXDLkqIZvKt2lMbtSEyYNHWKNOqwb+45GKOCSJJJYi5/NeW7/R1Xt5bU36caBnasH1DuTw/U4cv/OHbp2yTPvu0bVlNSLBTlFxqEH1KHcGh2Hzlno2kxVFuxdacBCMfNKeMSTs259+3Ku/RmjP1N5p/6rQbXOXOkZ2g2FKzDWk3JkNt+jcMKHZ5+AX/mPvPJ/vsXVT36M/aszNg9PJlvLRFmV9FGbunWtzIuUBqra0o8RMZlmsp4Z0W3XPmn5NJupGAc56c+GSNF4Cqvl7Tj0zPZLiCWkzMnqWA3B5iUZQxfUO9aaCskWcQUyvLU173cKMKo9V42ZddtSz7QB2ToIY0foB0oKwjhgUsQ6MCTiOJC6gTxtVw/TeIL3Xns6xjCmgMlqeNimAIXlwbrlzeM1n/1Ln5s+2AzNQuXO3KzWC9FjtpEeH7r3bayAf0uN15YFMu2CphSwhY774/IZT+/p2/4GbFERx0AUi3vuORaIlneTfccYM327YWc2x2SoZw2IyhxbJ6TJO3Toe9LEEi/LBb6ypBwolaJMOPVBykllqbJKQIVx1EUokZwtRgpt4Kr4D+ILxqgcvqL0uGZfdfaqhpdf+SYvvfQiDD3N/pyYIsbbyRFcG7vDMGLEUzeF2nhaqy50oaOp54zjiq7fkIw90xlQU61EmryW+r7D1dor2bPasO76iNSOdbvCHAnGFRhXIEXFul0B6n6+bnvqptRe2DjQ9RlntGRdNBXVvGLTbwjT1SVP4vXZGMQ44qBJbSyIM+wt3tLrO6UznerBiaACn11PF0fGGHi4XLEaRh6uVzzz/mcZYqBuZpRNrWyL8vFZBO8Eb6WCgTyNfRijU7STClQWQ0qGHNV4AFE2zWNtH06QM3/OC4SILIFvXHQcPwBXgXs/9FEXh2187w5vF9/zOefDx/kFl+WK9I2c8ycvOoi3g4j85ja+Pzr+f4jvUriab7HF045tIm2xxTngsiTSv7joAH4ItvG9O/yxj+9SbDZsscXTjstyRdpii6caF55IIvI5EfnGpBX+hQuK4V+JyF0R+doj585R2/xdx/esiHxZRL4uIr8jIn/nMsUoIpWI/IaI/PYU3z+azr9fRL4yxfdLImpkJSLldPub0/233sv4pue0IvJbIvKl9yS2U3XNi/hCe8mvALcBD/w28JELiOPHgZeArz1y7p8AX5iOvwD84+n488B/RUkonwK+8gTiuwm8NB3vAL8HfOSyxDg9z3w6LoCvTM/7H4Cfnc7/PPC3puO/Dfz8dPyzwC89gf/h3wN+EfjSdPtcY3uib9jv88f9GPCrj9z+IvDFC4rl1vck0jeAm9PxTbTXBfDPgb/2/R73BGP9z8BfuIwxAg3wP1FNw3uA+97XGvhV4MemYzc9Tt7DmH4E+DXgs8CXpsQ/19guurR7O53wy4A/pG0O/DBt8yeCqdT4U+in/qWJcSqdvooq7v43tNI4yjmfCiA8GsNZfNP9x8CV9zC8nwP+PqcC8vpc5xrbRSfSY+mEXzJcWMwiMgf+E/B3c84nP+ih3+fcexpjzjnmnD+Bfvr/GeDDPyCGJxafiPxl4G7O+X88evoHPP8fKbaLTqR3rBP+BHFn0jTn3WqbnwdEpECT6N/mnH/lMsYIkHM+Qi1+PgXsicgpDe3RGM7im+7fBR68RyF9GvgrIvIt4N+j5d3PnXdsF51I/x14YdpB8eji7r9ccEynONU2h/9X2/xvTDtjn+IxtM3fLUSHY/4l8PWc8z+9bDGKyKGI7E3HNfCTwNeBLwM//Tbxncb908Cv52lRct7IOX8x5/wjOedb6Pvr13POf/3cY3uSi+S3WQh+Ht2FegX4BxcUw79D/ZtG9BPpb6J18a8BL0/fD6bHCvDPpnj/N/DJJxDfZ9Dy4n8BX52+Pn9ZYgQ+DvzWFN/XgH84nb8N/AaqA//LQDmdr6bb35zuv/2EXuef4K1du3ONbcts2GKLc8BFl3ZbbPHHAttE2mKLc8A2kbbY4hywTaQttjgHbBNpiy3OAdtE2mKLc8A2kbbY4hywTaQttjgH/F9LnoFC5i8+IAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.patches as patches\n",
    "plt.figure(8)\n",
    "plt.imshow(im)\n",
    "currentAxis=plt.gca()\n",
    "rect=patches.Rectangle((100, 100),100,100,linewidth=1,edgecolor='r',facecolor='none')\n",
    "currentAxis.add_patch(rect)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
